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Table showing the aRT in number of function evaluations divided by the best aRT measured during BBOB-2009

Last dimension | Dimension = 2 | Next dimension

Δ fopt
f1, 2-D		 1e1
2.0		 1e0
6.0		 1e-1
6.0		 1e-2
6.0		 1e-3
6.0		 1e-5
6.0		 1e-7
6.0		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.2 (4)3.1 (3)7.8 (4)11 (5)17 (3)27 (11)37 (8)15/15
lmm-CMA-ES auger noiseless 1.8 (0.8)2.0 (1)3.3 (0.4)4.0 (1)5.0 (1)6.2 (0.8)8.2 (0.8)15/15
IPOPsaACM loshchilov noiseless 2.8 (2)3.4 (2)6.6 (5)10 (4)12 (3)15 (2)19 (1)15/15
DTS5-CMA 2.2 (2)1.6 (0.9)2.5 (0.9)3.3 (0.8)4.0 (0.7)★25.5 (0.2)★6.9 (0.5)★230/30
CMA-ES -061 1.7 (1)2.6 (0.8)6.2 (3)15 (8)18 (1)27 (8)37 (4)5/5

Δ fopt
f2, 2-D		 1e1
16		 1e0
19		 1e-1
25		 1e-2
25		 1e-3
26		 1e-5
28		 1e-7
29		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 14 (9)18 (3)15 (2)16 (2)17 (3)18 (2)19 (1)15/15
lmm-CMA-ES auger noiseless 3.1 (2)4.9 (1)4.5 (0.4)4.9 (0.9)4.9 (0.4)4.9 (0.8)5.3 (0.7)15/15
IPOPsaACM loshchilov noiseless 5.2 (2)5.7 (2)5.3 (1)5.7 (0.9)5.9 (0.5)6.1 (0.9)6.7 (1)15/15
DTS5-CMA 2.2 (0.8)2.5 (0.6)★22.1 (0.4)★22.3 (0.4)★22.3 (0.3)★22.5 (0.2)★22.6 (0.2)★230/30
CMA-ES -061 8.0 (4)11 (3)10 (2)11 (3)12 (1)13 (2)15 (1)5/5

Δ fopt
f3, 2-D		 1e1
15		 1e0
271		 1e-1
445		 1e-2
446		 1e-3
450		 1e-5
454		 1e-7
464		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 4.1 (6)3.5 (4)7.1 (5)7.4 (8)7.6 (11)7.8 (15)8.0 (8)15/15
lmm-CMA-ES auger noiseless 2.6 (0.8)1.8 (2)3.1 (2)3.5 (2)4.1 (4)4.2 (6)4.1 (3)9/15
IPOPsaACM loshchilov noiseless 3.1 (3)3.0 (3)5.2 (3)6.4 (7)7.0 (5)7.2 (3)7.2 (15)15/15
DTS5-CMA 2.6 (2)0.58 (0.5)1.3 (1)1.8 (0.9)1.8 (2)1.8 (2)1.8 (2)14/30
CMA-ES -061 12 (13)6.5 (7)6.2 (6)6.3 (7)6.7 (8)7.1 (6)7.3 (8)5/5

Δ fopt
f4, 2-D		 1e1
22		 1e0
344		 1e-1
459		 1e-2
496		 1e-3
523		 1e-5
544		 1e-7
566		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.1 (2)5.7 (5)39 (51)62 (58)80 (125)85 (72)84 (126)15/15
lmm-CMA-ES auger noiseless 2.2 (2)4.3 (5)51 (39)47 (50)45 (47)43 (50)41 (30)1/15
IPOPsaACM loshchilov noiseless 2.5 (2)4.5 (4)69 (114)98 (70)283 (664)1074 (988)1130 (2040)14/15
DTS5-CMA 1.4 (2)1.8 (3)15 (26)14 (16)14 (10)13 (12)13 (7)2/30
CMA-ES -061 1.9 (1)12 (9)88 (78)121 (100)122 (110)129 (62)132 (69)4/5

Δ fopt
f5, 2-D		 1e1
4.0		 1e0
4.0		 1e-1
4.0		 1e-2
4.0		 1e-3
4.0		 1e-5
4.0		 1e-7
4.0		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.0 (2)6.3 (4)6.7 (5)6.7 (2)6.7 (2)6.7 (4)6.7 (5)15/15
lmm-CMA-ES auger noiseless 3.4 (1)5.5 (2)5.7 (2)5.7 (3)5.7 (3)5.7 (2)5.7 (2)15/15
IPOPsaACM loshchilov noiseless 2.8 (3)6.7 (4)7.5 (4)7.5 (5)7.5 (6)7.5 (2)7.5 (6)15/15
DTS5-CMA 1.9 (0.8)3.6 (2)3.8 (2)3.8 (2)3.8 (2)3.8 (2)3.8 (2)30/30
CMA-ES -061 3.0 (1)7.0 (3)8.5 (2)8.5 (4)8.5 (4)8.5 (4)8.5 (4)5/5

Δ fopt
f6, 2-D		 1e1
13		 1e0
23		 1e-1
41		 1e-2
54		 1e-3
67		 1e-5
95		 1e-7
124		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.0 (1)3.2 (2)3.2 (2)3.5 (0.9)4.0 (0.6)3.9 (0.5)3.8 (0.4)15/15
lmm-CMA-ES auger noiseless 2.2 (2)2.5 (1)2.5 (0.9)2.6 (0.6)2.7 (0.8)2.7 (0.8)2.7 (0.7)15/15
IPOPsaACM loshchilov noiseless 2.5 (3)3.3 (2)4.2 (2)3.9 (1)3.8 (3)3.8 (1)3.9 (1)15/15
DTS5-CMA 1.7 (3)3.9 (6)3.2 (3)3.4 (2)3.5 (1)3.9 (1)5.4 (3)8/30
CMA-ES -061 1.4 (0.7)2.3 (1)2.7 (0.3)3.0 (0.3)3.5 (1)3.2 (0.5)3.9 (0.5)5/5

Δ fopt
f7, 2-D		 1e1
3.0		 1e0
21		 1e-1
60		 1e-2
193		 1e-3
217		 1e-5
217		 1e-7
241		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 6.6 (8)3.9 (5)2.6 (2)1.0 (0.7)1.1 (0.6)1.1 (0.7)1.4 (0.2)15/15
lmm-CMA-ES auger noiseless 3.7 (3)2.2 (2)1.3 (2)0.58 (0.4)0.60 (0.4)0.60 (0.1)0.60 (0.5)15/15
IPOPsaACM loshchilov noiseless 4.8 (2)5.1 (10)3.7 (3)1.5 (0.8)1.3 (0.8)1.3 (0.7)1.6 (1)15/15
DTS5-CMA 3.2 (2)2.2 (2)1.3 (1)0.46 (0.5)0.52 (0.6)0.52 (0.5)0.58 (0.5)30/30
CMA-ES -061 3.4 (4)2.1 (2)1.6 (0.5)0.80 (0.3)0.77 (0.3)0.77 (0.2)0.78 (0.2)5/5

Δ fopt
f8, 2-D		 1e1
5.0		 1e0
12		 1e-1
37		 1e-2
46		 1e-3
86		 1e-5
94		 1e-7
112		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 7.1 (12)7.9 (11)7.5 (6)8.6 (7)5.2 (3)5.6 (3)5.2 (2)15/15
lmm-CMA-ES auger noiseless 2.7 (2)3.8 (2)2.5 (0.9)2.7 (1)1.6 (0.6)1.7 (0.7)1.5 (0.6)15/15
IPOPsaACM loshchilov noiseless 6.2 (6)11 (7)6.4 (6)6.4 (4)3.8 (2)3.8 (2)3.4 (2)15/15
DTS5-CMA 3.1 (1)3.2 (2)1.8 (0.8)1.7 (0.9)1.0 (0.4)★21.0 (0.3)★20.95 (0.3)★230/30
CMA-ES -061 4.2 (4)9.1 (7)5.6 (5)7.0 (5)4.4 (2)4.7 (2)4.6 (2)5/5

Δ fopt
f9, 2-D		 1e1
1		 1e0
18		 1e-1
30		 1e-2
44		 1e-3
68		 1e-5
81		 1e-7
92		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 22 (21)6.8 (5)8.8 (4)7.9 (6)6.2 (3)6.0 (4)6.0 (0.7)15/15
lmm-CMA-ES auger noiseless 1 (0)2.2 (0.6)2.8 (2)2.7 (0.8)2.0 (0.5)1.9 (0.7)1.8 (0.6)15/15
IPOPsaACM loshchilov noiseless 19 (20)6.3 (9)7.8 (5)6.4 (5)4.5 (2)4.2 (1)3.8 (2)15/15
DTS5-CMA 14 (11)1.8 (2)1.9 (1)1.6 (0.8)★21.1 (0.3)★21.1 (0.4)★21.1 (0.3)★230/30
CMA-ES -061 1 (0)3.4 (2)7.8 (3)7.8 (2)5.5 (0.7)5.4 (2)5.5 (2)5/5

Δ fopt
f10, 2-D		 1e1
30		 1e0
46		 1e-1
54		 1e-2
61		 1e-3
68		 1e-5
82		 1e-7
98		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 5.3 (4)5.4 (3)5.8 (2)6.1 (1)5.9 (1)5.4 (0.8)5.2 (0.8)15/15
lmm-CMA-ES auger noiseless 2.4 (1)1.9 (0.9)1.9 (0.8)1.9 (0.2)1.8 (0.4)1.7 (0.4)1.5 (0.2)15/15
IPOPsaACM loshchilov noiseless 3.3 (2)2.6 (2)2.8 (1)2.8 (1.0)2.7 (1)2.5 (0.4)2.3 (0.8)15/15
DTS5-CMA 1 (0.3)★20.89 (0.3)★20.92 (0.1)★20.90 (0.1)★20.88 (0.1)★20.82 (0.1)★20.77 (0.1)★230/30
CMA-ES -061 4.7 (2)4.8 (1)4.8 (0.9)4.8 (0.6)4.3 (0.5)4.3 (0.3)4.3 (0.4)5/5

Δ fopt
f11, 2-D		 1e1
35		 1e0
45		 1e-1
50		 1e-2
62		 1e-3
67		 1e-5
81		 1e-7
97		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 5.2 (3)6.7 (3)7.0 (2)6.1 (1.0)6.1 (0.9)5.8 (0.8)5.5 (0.8)15/15
lmm-CMA-ES auger noiseless 2.0 (1)2.0 (0.8)2.2 (0.4)1.9 (0.5)1.8 (0.3)1.7 (0.3)1.6 (0.1)15/15
IPOPsaACM loshchilov noiseless 2.8 (2)2.9 (2)2.9 (0.7)2.5 (0.6)2.5 (0.4)2.2 (0.7)2.2 (0.6)15/15
DTS5-CMA 0.91 (0.2)★21.0 (0.2)★21.1 (0.2)★20.95 (0.2)★20.95 (0.1)★20.87 (0.1)★20.80 (0.1)★230/30
CMA-ES -061 3.9 (3)4.8 (2)5.2 (1)4.6 (1)4.5 (1)4.4 (1)4.4 (0.7)5/5

Δ fopt
f12, 2-D		 1e1
35		 1e0
46		 1e-1
75		 1e-2
94		 1e-3
105		 1e-5
153		 1e-7
195		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 5.1 (5)7.8 (11)8.3 (9)8.2 (14)8.4 (5)13 (28)11 (4)15/15
lmm-CMA-ES auger noiseless 1.9 (1.0)3.6 (4)3.5 (0.8)3.4 (5)3.4 (5)3.2 (2)2.9 (5)14/15
IPOPsaACM loshchilov noiseless 5.2 (7)6.1 (9)4.7 (3)4.4 (9)4.2 (0.6)3.4 (2)3.2 (7)15/15
DTS5-CMA 1.4 (0.5)1.7 (0.7)1.5 (0.5)1.5 (2)1.5 (1)1.4 (2)1.3 (2)22/30
CMA-ES -061 4.9 (2)5.5 (2)4.0 (1)3.4 (0.7)3.5 (1)2.9 (0.7)2.7 (0.4)5/5

Δ fopt
f13, 2-D		 1e1
23		 1e0
35		 1e-1
46		 1e-2
60		 1e-3
71		 1e-5
95		 1e-7
122		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 4.3 (1)6.1 (3)6.2 (3)5.9 (1)6.1 (0.8)5.9 (0.6)5.8 (1)15/15
lmm-CMA-ES auger noiseless 2.0 (2)3.1 (2)3.2 (1)2.9 (0.8)2.8 (0.5)2.9 (0.7)2.8 (0.5)15/15
IPOPsaACM loshchilov noiseless 2.8 (1)3.0 (1)3.3 (1)3.0 (0.8)2.8 (1)2.7 (0.7)2.5 (0.5)15/15
DTS5-CMA 1.2 (1)1.1 (0.5)★21.1 (0.4)★21.0 (0.2)★21.0 (0.2)★21.0 (0.3)★20.97 (0.1)★230/30
CMA-ES -061 3.1 (0.4)3.2 (0.6)4.0 (0.5)3.9 (0.6)4.0 (0.4)4.0 (0.3)4.1 (0.3)5/5

Δ fopt
f14, 2-D		 1e1
1		 1e0
7.0		 1e-1
16		 1e-2
24		 1e-3
38		 1e-5
67		 1e-7
90		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.2 (1)2.9 (2)3.3 (2)4.9 (1)4.9 (2)4.9 (1.0)5.9 (0.9)15/15
lmm-CMA-ES auger noiseless 1.3 (0)1.9 (2)1.9 (0.5)2.1 (0.6)2.1 (0.4)2.1 (0.2)2.3 (0.3)15/15
IPOPsaACM loshchilov noiseless 6.9 (10)4.9 (6)3.5 (2)3.9 (2)3.8 (0.7)3.1 (0.7)3.0 (0.6)15/15
DTS5-CMA 2.3 (2)1.7 (0.9)1.2 (0.3)★1.3 (0.3)★21.1 (0.2)★21.0 (0.2)★21.0 (0.2)★230/30
CMA-ES -061 1.2 (0.5)2.6 (2)3.0 (0.9)3.5 (0.7)4.2 (0.8)4.6 (0.6)4.7 (0.3)5/5

Δ fopt
f15, 2-D		 1e1
37		 1e0
291		 1e-1
1033		 1e-2
1066		 1e-3
1113		 1e-5
1231		 1e-7
1412		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.4 (3)2.6 (2)2.5 (1)2.9 (8)2.8 (5)2.7 (5)2.4 (5)15/15
lmm-CMA-ES auger noiseless 0.75 (0.5)1.2 (1)0.72 (0.6)0.82 (0.5)0.80 (0.7)0.74 (0.6)0.71 (1)12/15
IPOPsaACM loshchilov noiseless 1.3 (1)2.6 (5)1.4 (0.8)1.9 (2)1.8 (2)1.7 (1)1.5 (0.6)15/15
DTS5-CMA 0.52 (0.3)0.35 (0.3)0.44 (0.1)0.50 (1)0.49 (0.4)0.45 (0.5)0.41 (0.2)18/30
CMA-ES -061 0.90 (0.7)3.7 (4)1.9 (0.5)2.0 (0.3)2.0 (0.7)1.9 (0.5)1.7 (0.2)5/5

Δ fopt
f16, 2-D		 1e1
9.0		 1e0
50		 1e-1
174		 1e-2
326		 1e-3
358		 1e-5
409		 1e-7
538		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.9 (0.9)8.3 (11)6.1 (6)3.7 (3)3.6 (3)3.3 (3)2.7 (1)15/15
lmm-CMA-ES auger noiseless 2.4 (2)2.4 (3)1.9 (3)1.5 (2)1.5 (2)1.4 (2)1.1 (0.4)14/15
IPOPsaACM loshchilov noiseless 3.8 (7)6.6 (2)4.3 (3)3.0 (2)3.0 (1)3.1 (2)2.9 (2)15/15
DTS5-CMA 3.1 (5)4.6 (4)2.6 (2)1.4 (1)1.4 (0.7)1.2 (3)0.98 (1.0)18/30
CMA-ES -061 4.4 (3)1.8 (0.9)0.86 (0.5)0.59 (0.3)0.66 (0.2)0.67 (0.2)0.65 (0.1)5/5

Δ fopt
f17, 2-D		 1e1
3.0		 1e0
61		 1e-1
133		 1e-2
275		 1e-3
396		 1e-5
1086		 1e-7
1657		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 4.8 (3)2.6 (5)2.2 (2)1.8 (1)1.5 (1)1.3 (0.3)1.1 (0.6)15/15
lmm-CMA-ES auger noiseless 2.3 (3)0.88 (1)1.1 (1)0.83 (0.6)0.78 (0.4)1.7 (1)1.3 (1)8/15
IPOPsaACM loshchilov noiseless 3.8 (4)1.5 (0.6)2.0 (0.3)2.1 (1)2.1 (1)2.0 (2)1.7 (0.5)15/15
DTS5-CMA 1.3 (0.8)5.5 (9)3.8 (3)2.5 (4)2.6 (2)1.2 (1)1.0 (0.3)8/30
CMA-ES -061 1.7 (1)0.98 (0.4)0.86 (0.2)0.77 (0.3)0.76 (0.2)1.5 (0.4)1.1 (0.4)5/5

Δ fopt
f18, 2-D		 1e1
19		 1e0
134		 1e-1
666		 1e-2
1249		 1e-3
1708		 1e-5
2438		 1e-7
2858		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.4 (2)3.9 (7)1.2 (0.7)0.78 (0.4)0.71 (0.5)0.85 (0.4)0.92 (0.4)15/15
lmm-CMA-ES auger noiseless 1.8 (0.8)2.6 (2)1.1 (1)0.80 (0.5)0.87 (0.9)1.1 (1)0.97 (0.4)8/15
IPOPsaACM loshchilov noiseless 2.0 (1)3.0 (2)1.4 (1)0.90 (0.7)0.83 (0.6)1.1 (0.7)1.4 (1)15/15
DTS5-CMA 0.84 (0.4)2.5 (2)1.2 (0.7)0.85 (0.8)1.0 (1)1.5 (1.0)1.3 (0.7)2/30
CMA-ES -061 1.7 (2)1.9 (0.3)1.3 (0.7)0.75 (0.4)0.62 (0.3)0.61 (0.1)0.60 (0.0)5/5

Δ fopt
f19, 2-D		 1e1
1		 1e0
1		 1e-1
26		 1e-2
216		 1e-3
227		 1e-5
252		 1e-7
276		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 5.1 (5)32 (26)9.3 (22)8.7 (8)14 (13)19 (42)18 (10)15/15
lmm-CMA-ES auger noiseless 1 (0)1 (0)5.2 (7)6.1 (5)6.7 (9)6.9 (8)7.2 (20)8/15
IPOPsaACM loshchilov noiseless 4.7 (8)33 (19)7.9 (3)9.5 (10)10 (8)17 (28)16 (46)15/15
DTS5-CMA 4.4 (4)40 (78)10 (20)4.2 (5)4.2 (6)5.9 (8)5.5 (6)8/30
CMA-ES -061 1 (0)1 (0)5.1 (4)15 (12)20 (18)19 (16)17 (15)5/5

Δ fopt
f20, 2-D		 1e1
4.0		 1e0
61		 1e-1
365		 1e-2
366		 1e-3
366		 1e-5
370		 1e-7
375		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.7 (2)12 (19)10 (12)11 (17)12 (11)12 (18)12 (15)15/15
lmm-CMA-ES auger noiseless 1.9 (0.8)14 (18)14 (17)15 (19)15 (14)15 (19)15 (20)4/15
IPOPsaACM loshchilov noiseless 2.4 (3)8.1 (20)6.9 (10)12 (11)13 (8)13 (11)13 (15)15/15
DTS5-CMA 1.4 (1)2.3 (0.5)1.4 (1)1.5 (0.9)★1.5 (1)★1.5 (1)★1.5 (1)★18/30
CMA-ES -061 1.4 (2)17 (14)11 (3)17 (5)19 (20)19 (17)20 (12)5/5

Δ fopt
f21, 2-D		 1e1
2.0		 1e0
51		 1e-1
174		 1e-2
276		 1e-3
290		 1e-5
324		 1e-7
330		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.3 (1)6.2 (7)7.0 (4)4.9 (8)5.3 (5)5.2 (2)25 (74)15/15
lmm-CMA-ES auger noiseless 0.83 (0.5)1.5 (2)2.7 (3)1.8 (3)1.7 (4)1.8 (3)1.8 (0.3)12/15
IPOPsaACM loshchilov noiseless 1.1 (0.9)6.7 (13)5.6 (7)4.0 (2)10 (28)10 (4)11 (4)15/15
DTS5-CMA 1.1 (0.8)2.7 (2)1.8 (2)1.2 (2)1.3 (1)1.2 (2)1.3 (1.0)20/30
CMA-ES -061 1.2 (1)4.2 (5)4.6 (8)3.0 (5)3.0 (5)2.9 (3)3.1 (3)5/5

Δ fopt
f22, 2-D		 1e1
5.0		 1e0
27		 1e-1
168		 1e-2
218		 1e-3
249		 1e-5
289		 1e-7
306		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.2 (2)4.6 (12)5.5 (6)4.7 (7)7.7 (26)7.2 (7)15 (7)15/15
lmm-CMA-ES auger noiseless 1.5 (1)3.7 (2)2.5 (3)3.2 (2)3.1 (3)3.0 (3)2.9 (6)12/15
IPOPsaACM loshchilov noiseless 1.5 (1)10 (11)3.0 (4)2.9 (3)3.4 (7)6.3 (30)16 (2)15/15
DTS5-CMA 1.6 (0.7)5.7 (8)1.7 (0.9)1.9 (2)1.9 (1)2.3 (2)3.0 (7)12/30
CMA-ES -061 0.92 (0.3)5.5 (6)1.2 (2)1.2 (1)1.1 (1)1.1 (0.6)1.1 (1)5/5

Δ fopt
f23, 2-D		 1e1
8.0		 1e0
193		 1e-1
234		 1e-2
263		 1e-3
299		 1e-5
348		 1e-7
379		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.7 (3)6.6 (6)16 (41)19 (28)17 (25)15 (26)14 (9)15/15
lmm-CMA-ES auger noiseless 2.1 (3)3.0 (3)4.0 (4)3.6 (3)3.3 (1)3.0 (2)2.9 (3)12/15
IPOPsaACM loshchilov noiseless 2.1 (4)7.4 (7)9.0 (7)9.5 (11)8.6 (12)8.5 (4)8.0 (10)15/15
DTS5-CMA 1.5 (2)1.2 (2)1.0 (0.7)1.0 (2)1.0 (1)0.93 (0.6)0.91 (1)22/30
CMA-ES -061 3.6 (2)12 (14)13 (12)12 (10)11 (9)10 (8)10 (5)5/5

Δ fopt
f24, 2-D		 1e1
18		 1e0
857		 1e-1
8515		 1e-2
23399		 1e-3
24113		 1e-5
24721		 1e-7
24721		 #succ
5/15
IPOP-ACTCMA-ES ros noiseless 1.6 (1)80 (156)374 (748)477 (1191)463 (181)452 (354)452 (475)1/15
lmm-CMA-ES auger noiseless 1.6 (1)1.5 (1)∞∞∞∞∞16110/15
IPOPsaACM loshchilov noiseless 1.8 (2)58 (108)258 (294)365 (487)573 (846)559 (987)559 (668)2/15
DTS5-CMA 0.91 (0.3)∞∞∞∞∞∞5020/30
CMA-ES -061 1.2 (0.4)6.0 (8)17 (29)35 (60)34 (48)∞∞2e50/5

Previous dimension | Dimension = 3 | Next dimension

Δ fopt
f1, 3-D		 1e1
4.0		 1e0
8.0		 1e-1
8.0		 1e-2
8.0		 1e-3
8.0		 1e-5
8.0		 1e-7
8.0		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.2 (3)6.4 (3)11 (4)16 (5)23 (3)33 (5)44 (6)15/15
lmm-CMA-ES auger noiseless 1.5 (1)2.3 (0.7)3.0 (0.7)4.1 (0.6)5.0 (0.6)6.2 (0.4)8.1 (0.7)15/15
IPOPsaACM loshchilov noiseless 2.9 (3)5.5 (2)9.3 (2)11 (0.9)12 (2)16 (1)19 (1)15/15
DTS5-CMA 2.2 (1)2.3 (0.4)3.2 (0.3)3.7 (0.5)4.6 (0.4)6.0 (0.9)7.7 (0.7)30/30
CMA-ES -061 1.6 (1)4.0 (2)11 (5)13 (7)21 (5)32 (1)43 (5)5/5

Δ fopt
f2, 3-D		 1e1
38		 1e0
42		 1e-1
43		 1e-2
44		 1e-3
45		 1e-5
47		 1e-7
48		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 11 (3)13 (3)14 (2)15 (2)16 (2)17 (1)18 (1)15/15
lmm-CMA-ES auger noiseless 3.2 (1)3.8 (0.5)4.1 (0.7)4.3 (0.7)4.3 (0.8)4.6 (0.8)4.9 (0.7)15/15
IPOPsaACM loshchilov noiseless 4.2 (0.6)4.3 (0.8)4.7 (0.9)4.9 (0.7)5.1 (0.9)5.6 (1.0)6.1 (1)15/15
DTS5-CMA 1.5 (0.4)★21.7 (0.5)★21.9 (0.2)★22.0 (0.3)★22.1 (0.3)★22.3 (0.2)★22.5 (0.2)★230/30
CMA-ES -061 5.6 (0.8)8.2 (2)10 (2)10 (2)11 (1)12 (2)14 (1)5/5

Δ fopt
f3, 3-D		 1e1
38		 1e0
822		 1e-1
830		 1e-2
835		 1e-3
842		 1e-5
847		 1e-7
853		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.0 (3)2.7 (2)13 (51)17 (5)17 (6)17 (60)18 (34)15/15
lmm-CMA-ES auger noiseless 3.9 (5)1.5 (2)16 (25)16 (24)16 (15)16 (18)16 (15)2/15
IPOPsaACM loshchilov noiseless 5.2 (3)3.4 (4)17 (4)57 (67)76 (324)76 (328)77 (27)15/15
DTS5-CMA 1.6 (1)1.1 (1)6.5 (6)6.5 (4)6.4 (5)6.4 (5)6.4 (8)4/30
CMA-ES -061 3.5 (0.7)2.9 (1)5.0 (6)5.0 (4)5.3 (6)5.5 (4)5.7 (7)5/5

Δ fopt
f4, 3-D		 1e1
40		 1e0
808		 1e-1
866		 1e-2
921		 1e-3
952		 1e-5
1015		 1e-7
1044		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 8.3 (16)463 (286)∞∞∞∞∞6e50/15
lmm-CMA-ES auger noiseless 4.6 (5)35 (41)33 (34)31 (27)30 (40)28 (12)27 (31)1/15
IPOPsaACM loshchilov noiseless 8.6 (7)240 (357)1.6e4 (1e4)1.5e4 (1e4)1.5e4 (1e4)1.4e4 (2e4)1.3e4 (2e4)3/15
DTS5-CMA 4.2 (3)2.2 (3)12 (12)12 (10)11 (9)11 (5)11 (10)2/30
CMA-ES -061 4.5 (2)255 (236)∞∞∞∞∞1e50/5

Δ fopt
f5, 3-D		 1e1
7.0		 1e0
7.0		 1e-1
7.0		 1e-2
7.0		 1e-3
7.0		 1e-5
7.0		 1e-7
7.0		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.1 (3)5.7 (3)6.0 (2)6.0 (2)6.0 (4)6.0 (3)6.0 (2)15/15
lmm-CMA-ES auger noiseless 2.6 (2)4.0 (1)4.1 (2)4.1 (2)4.1 (1)4.1 (2)4.1 (2)15/15
IPOPsaACM loshchilov noiseless 3.8 (1)5.5 (3)5.8 (2)5.9 (3)5.9 (2)5.9 (2)5.9 (2)15/15
DTS5-CMA 1.7 (0.9)2.7 (1)3.2 (1)3.2 (0.8)3.3 (1.0)3.3 (1)3.3 (1)30/30
CMA-ES -061 3.2 (1)4.3 (1)4.5 (2)4.5 (1)4.5 (1)4.5 (2)4.5 (1)5/5

Δ fopt
f6, 3-D		 1e1
34		 1e0
56		 1e-1
90		 1e-2
117		 1e-3
149		 1e-5
215		 1e-7
265		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.2 (2)3.3 (0.8)3.2 (0.9)3.3 (0.9)3.2 (0.4)3.0 (0.8)3.0 (0.3)15/15
lmm-CMA-ES auger noiseless 2.6 (2)3.2 (2)2.9 (1)3.3 (1)3.1 (1)3.3 (2)3.7 (1)15/15
IPOPsaACM loshchilov noiseless 2.8 (0.9)3.3 (2)2.9 (0.9)3.4 (2)3.4 (2)3.2 (1)3.6 (2)15/15
DTS5-CMA 2.3 (1)4.4 (3)4.0 (2)6.2 (3)11 (14)25 (18)42 (52)0/30
CMA-ES -061 2.0 (0.8)2.7 (0.6)2.7 (0.9)2.7 (0.7)2.6 (0.5)2.7 (0.2)2.7 (0.1)5/5

Δ fopt
f7, 3-D		 1e1
11		 1e0
65		 1e-1
342		 1e-2
464		 1e-3
482		 1e-5
482		 1e-7
535		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.0 (3)1.7 (0.9)0.93 (1)0.90 (0.8)1.0 (0.7)1.0 (0.7)1.1 (0.4)15/15
lmm-CMA-ES auger noiseless 1.5 (1)2.2 (0.5)1.1 (2)1.0 (1)1.1 (1.0)1.1 (1)1.0 (1)15/15
IPOPsaACM loshchilov noiseless 2.7 (1)2.3 (4)0.89 (0.8)0.94 (0.9)1.1 (0.8)1.1 (0.9)1.1 (0.9)15/15
DTS5-CMA 1.2 (0.5)0.79 (0.4)0.64 (0.6)0.64 (0.6)0.71 (0.6)0.71 (1)0.66 (0.7)28/30
CMA-ES -061 2.2 (0.5)1.5 (0.5)0.71 (0.6)0.61 (0.5)0.61 (0.1)0.61 (0.4)0.62 (0.3)5/5

Δ fopt
f8, 3-D		 1e1
27		 1e0
45		 1e-1
152		 1e-2
179		 1e-3
188		 1e-5
198		 1e-7
208		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.5 (3)7.4 (7)3.8 (2)4.1 (1)4.2 (1)4.5 (1)4.7 (2)15/15
lmm-CMA-ES auger noiseless 1.7 (0.5)2.1 (0.6)1.1 (0.1)1.2 (0.2)1.2 (0.3)1.3 (0.4)1.3 (0.2)15/15
IPOPsaACM loshchilov noiseless 3.3 (3)5.8 (3)2.5 (2)2.4 (1)2.4 (1)2.4 (1)2.4 (1)15/15
DTS5-CMA 1.3 (0.8)1.6 (1)0.70 (0.2)★0.70 (0.1)★20.72 (0.2)★20.75 (0.2)★20.77 (0.3)★230/30
CMA-ES -061 3.1 (2)5.4 (3)2.9 (1)3.3 (1)3.5 (0.6)3.8 (0.6)4.0 (0.8)5/5

Δ fopt
f9, 3-D		 1e1
21		 1e0
65		 1e-1
127		 1e-2
149		 1e-3
159		 1e-5
169		 1e-7
178		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.4 (2)5.9 (7)4.8 (0.7)4.8 (4)5.1 (4)5.4 (2)5.7 (3)15/15
lmm-CMA-ES auger noiseless 1.6 (0.4)1.6 (0.5)1.4 (0.4)1.5 (0.3)1.5 (0.3)1.6 (0.2)1.6 (0.2)15/15
IPOPsaACM loshchilov noiseless 3.9 (1)3.1 (4)2.6 (0.9)2.6 (2)2.6 (0.6)2.6 (1)2.7 (1)15/15
DTS5-CMA 1.6 (0.2)1.3 (1)0.96 (0.5)0.95 (0.4)★0.95 (0.2)★0.98 (0.4)★21.0 (0.5)★230/30
CMA-ES -061 1.4 (0.6)1.8 (2)2.5 (2)2.6 (1)2.8 (1)3.2 (0.9)3.6 (1.0)5/5

Δ fopt
f10, 3-D		 1e1
114		 1e0
152		 1e-1
168		 1e-2
180		 1e-3
194		 1e-5
218		 1e-7
242		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.1 (2)3.4 (0.8)3.5 (0.8)3.6 (0.4)3.5 (0.5)3.5 (0.7)3.5 (0.7)15/15
lmm-CMA-ES auger noiseless 1.0 (0.6)1.1 (0.3)1.1 (0.2)1.1 (0.1)1.1 (0.1)1.1 (0.1)1.0 (0.1)15/15
IPOPsaACM loshchilov noiseless 1.4 (0.1)1.3 (0.3)1.3 (0.3)1.3 (0.3)1.3 (0.4)1.3 (0.3)1.3 (0.2)15/15
DTS5-CMA 0.48 (0.2)★20.49 (0.1)★20.50 (0.1)★20.50 (0.1)★20.49 (0.0)★20.50 (0.0)★20.50 (0.0)★230/30
CMA-ES -061 2.5 (0.6)2.7 (0.3)2.7 (0.2)2.7 (0.4)2.8 (0.2)2.9 (0.3)2.9 (0.1)5/5

Δ fopt
f11, 3-D		 1e1
67		 1e0
105		 1e-1
227		 1e-2
263		 1e-3
277		 1e-5
302		 1e-7
327		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 5.3 (3)4.5 (2)2.4 (0.5)2.3 (0.4)2.3 (0.4)2.5 (0.3)2.5 (0.3)15/15
lmm-CMA-ES auger noiseless 1.4 (1)1.6 (0.4)0.88 (0.2)0.80 (0.2)0.79 (0.2)0.79 (0.2)0.79 (0.2)15/15
IPOPsaACM loshchilov noiseless 2.2 (1)1.8 (0.3)0.91 (0.1)0.84 (0.1)0.85 (0.1)0.90 (0.1)0.92 (0.1)15/15
DTS5-CMA 0.84 (0.3)0.72 (0.2)★20.37 (0.1)★20.34 (0.0)★20.34 (0.0)★20.36 (0.0)★20.38 (0.0)★230/30
CMA-ES -061 2.2 (1)3.3 (0.7)1.7 (0.2)1.6 (0.2)1.8 (0.1)1.9 (0.1)2.1 (0.2)5/5

Δ fopt
f12, 3-D		 1e1
65		 1e0
168		 1e-1
338		 1e-2
401		 1e-3
445		 1e-5
696		 1e-7
790		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 10 (8)7.8 (8)6.2 (6)6.0 (5)5.9 (3)4.6 (5)4.6 (2)15/15
lmm-CMA-ES auger noiseless 2.3 (4)1.6 (4)1.4 (2)1.4 (1)1.4 (4)1.2 (0.8)1.2 (0.3)13/15
IPOPsaACM loshchilov noiseless 4.4 (5)3.1 (4)2.1 (2)2.2 (2)2.2 (3)1.8 (0.6)1.8 (1)15/15
DTS5-CMA 1.8 (1.0)1.3 (1)0.86 (0.5)0.91 (1)0.93 (0.7)0.85 (0.7)0.88 (0.4)10/30
CMA-ES -061 5.3 (5)3.9 (4)2.7 (3)2.9 (2)3.2 (2)2.8 (2)3.0 (2)5/5

Δ fopt
f13, 3-D		 1e1
49		 1e0
85		 1e-1
108		 1e-2
136		 1e-3
215		 1e-5
281		 1e-7
365		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.4 (2)3.6 (1)3.9 (0.8)4.3 (0.7)3.3 (1.0)3.4 (0.6)3.4 (0.6)15/15
lmm-CMA-ES auger noiseless 1.4 (0.3)1.8 (0.8)1.8 (0.5)1.8 (0.4)1.3 (0.2)1.3 (0.3)1.3 (0.3)15/15
IPOPsaACM loshchilov noiseless 2.4 (1)1.8 (0.7)1.9 (0.7)1.9 (0.6)1.4 (0.5)1.4 (0.3)1.3 (0.2)15/15
DTS5-CMA 2.0 (3)1.6 (2)1.5 (2)1.3 (1)0.99 (0.6)0.95 (0.6)★0.92 (0.3)★230/30
CMA-ES -061 3.3 (0.7)3.2 (0.8)3.7 (0.3)3.8 (0.4)2.7 (0.2)2.7 (0.3)2.7 (0.3)5/5

Δ fopt
f14, 3-D		 1e1
2.0		 1e0
17		 1e-1
28		 1e-2
43		 1e-3
71		 1e-5
110		 1e-7
194		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.5 (2)2.8 (2)3.8 (2)4.2 (0.9)3.7 (1)5.0 (1)4.2 (0.5)15/15
lmm-CMA-ES auger noiseless 1.9 (2)1.7 (0.6)1.6 (0.4)1.7 (0.3)1.8 (0.4)2.1 (0.1)1.7 (0.1)15/15
IPOPsaACM loshchilov noiseless 3.7 (5)2.5 (2)3.3 (0.8)3.1 (0.7)2.4 (0.6)2.4 (0.3)1.8 (0.3)15/15
DTS5-CMA 2.2 (3)1.3 (0.5)1.3 (0.3)★1.1 (0.2)★20.97 (0.1)★21.1 (0.1)★20.82 (0.0)★230/30
CMA-ES -061 1.6 (1)1.9 (1)3.7 (1)4.2 (1)3.8 (1)4.1 (0.8)3.3 (0.5)5/5

Δ fopt
f15, 3-D		 1e1
121		 1e0
1372		 1e-1
6285		 1e-2
8282		 1e-3
8429		 1e-5
8787		 1e-7
9041		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 0.99 (0.4)1.6 (2)1.0 (1)0.85 (0.6)0.85 (0.6)0.85 (0.9)0.85 (0.6)15/15
lmm-CMA-ES auger noiseless 1.3 (0.7)0.74 (0.5)0.79 (0.6)0.60 (0.7)0.59 (0.7)0.57 (1)0.56 (0.5)5/15
IPOPsaACM loshchilov noiseless 0.90 (0.7)1.2 (1)0.97 (1)0.79 (0.8)0.79 (0.6)0.77 (0.6)0.76 (0.4)15/15
DTS5-CMA 0.47 (0.4)0.54 (0.5)0.39 (0.4)0.40 (0.4)0.39 (0.4)0.38 (0.5)0.37 (0.3)6/30
CMA-ES -061 0.85 (0.3)1.1 (0.6)0.82 (0.0)0.64 (1)0.65 (1)0.64 (1)0.65 (1)5/5

Δ fopt
f16, 3-D		 1e1
41		 1e0
319		 1e-1
582		 1e-2
789		 1e-3
1864		 1e-5
3204		 1e-7
3361		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.5 (3)3.2 (2)2.7 (2)3.1 (3)1.5 (1)0.93 (0.5)0.93 (0.4)15/15
lmm-CMA-ES auger noiseless 1.4 (2)2.1 (1)2.3 (2)2.0 (1)0.93 (2)0.69 (0.8)0.68 (1)8/15
IPOPsaACM loshchilov noiseless 2.7 (1)3.9 (6)2.8 (3)2.3 (3)1.1 (1)0.81 (0.4)0.84 (0.4)15/15
DTS5-CMA 1.7 (5)1.4 (0.5)1.3 (2)0.97 (0.8)0.42 (0.4)0.26 (0.1)0.26 (0.2)18/30
CMA-ES -061 0.60 (0.3)4.2 (4)5.0 (3)3.8 (3)1.7 (0.9)1.0 (0.7)1.0 (0.7)5/5

Δ fopt
f17, 3-D		 1e1
4.0		 1e0
78		 1e-1
282		 1e-2
491		 1e-3
1134		 1e-5
2347		 1e-7
3469		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 4.1 (2)6.6 (11)2.8 (3)2.1 (2)1.6 (0.9)1.2 (0.7)0.95 (0.5)15/15
lmm-CMA-ES auger noiseless 0.85 (0.8)1.5 (1)0.92 (0.6)1.1 (0.5)0.67 (1)0.52 (1.0)0.56 (0.6)10/15
IPOPsaACM loshchilov noiseless 2.2 (3)1.2 (0.8)1.3 (0.9)1.6 (2)1.3 (0.9)1.1 (0.3)0.97 (0.5)15/15
DTS5-CMA 1.8 (1)1.4 (2)1.4 (2)1.5 (2)1.2 (1)2.4 (2)3.2 (3)2/30
CMA-ES -061 2.8 (4)1.1 (0.3)1.3 (0.1)1.4 (1)0.73 (0.5)0.75 (0.2)0.69 (0.0)5/5

Δ fopt
f18, 3-D		 1e1
40		 1e0
145		 1e-1
1289		 1e-2
3084		 1e-3
3523		 1e-5
4738		 1e-7
5527		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.3 (0.9)1.3 (0.5)0.61 (0.3)0.91 (0.5)0.90 (0.4)0.92 (0.8)0.94 (0.9)15/15
lmm-CMA-ES auger noiseless 0.75 (0.4)1.8 (1)0.94 (1)0.74 (0.3)0.77 (0.5)0.64 (0.7)0.96 (1)5/15
IPOPsaACM loshchilov noiseless 1.4 (1)4.0 (2)1.3 (2)0.84 (0.8)0.91 (0.5)1.1 (0.3)1.3 (0.7)15/15
DTS5-CMA 1.5 (3)2.4 (2)1.2 (1)1.1 (2)1.5 (0.9)∞∞7530/30
CMA-ES -061 0.74 (0.3)1.3 (0.4)0.92 (0.7)0.57 (0.2)0.65 (0.4)0.63 (0.2)0.72 (0.3)5/5

Δ fopt
f19, 3-D		 1e1
1		 1e0
1		 1e-1
109		 1e-2
6764		 1e-3
7367		 1e-5
7399		 1e-7
7441		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 6.0 (6)234 (104)41 (23)4.0 (4)4.6 (5)4.7 (4)4.7 (4)15/15
lmm-CMA-ES auger noiseless 1 (0)1 (0)27 (38)1.4 (1)2.0 (2)2.0 (2)2.0 (4)2/15
IPOPsaACM loshchilov noiseless 8.1 (8)268 (328)138 (222)4.5 (6)5.3 (3)5.4 (9)5.4 (3)15/15
DTS5-CMA 8.4 (4)152 (202)16 (11)1.6 (2)∞∞∞7520/30
CMA-ES -061 1 (0)1 (0)48 (54)3.0 (3)3.0 (4)3.0 (4)3.0 (4)5/5

Δ fopt
f20, 3-D		 1e1
8.0		 1e0
385		 1e-1
2291		 1e-2
2398		 1e-3
2481		 1e-5
2573		 1e-7
2776		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.0 (3)5.1 (4)5.8 (3)5.9 (3)5.9 (3)5.9 (3)5.6 (1)15/15
lmm-CMA-ES auger noiseless 1.5 (0.9)8.6 (17)13 (13)12 (8)12 (13)12 (8)11 (6)1/15
IPOPsaACM loshchilov noiseless 2.3 (2)3.0 (4)2.4 (2)2.6 (3)2.6 (2)2.5 (3)2.3 (2)15/15
DTS5-CMA 1.8 (0.6)1.4 (1)2.2 (4)2.1 (3)2.1 (1)2.0 (2)1.9 (2)4/30
CMA-ES -061 1.2 (1)1.4 (2)1.6 (2)1.6 (2)1.6 (1)1.6 (1)1.6 (1)5/5

Δ fopt
f21, 3-D		 1e1
6.0		 1e0
184		 1e-1
425		 1e-2
439		 1e-3
458		 1e-5
469		 1e-7
482		 #succ
14/15
IPOP-ACTCMA-ES ros noiseless 1.8 (0.9)6.6 (4)10 (25)10 (24)10 (24)11 (1)11 (5)15/15
lmm-CMA-ES auger noiseless 2.2 (1)2.1 (4)2.2 (2)2.6 (5)2.5 (4)2.6 (3)2.8 (4)10/15
IPOPsaACM loshchilov noiseless 1.4 (1)3.0 (5)6.7 (4)23 (74)38 (3)38 (6)37 (123)15/15
DTS5-CMA 2.7 (10)3.3 (5)3.0 (3)2.9 (7)2.8 (6)2.9 (2)2.9 (4)12/30
CMA-ES -061 1.4 (2)1.2 (2)8.7 (14)45 (127)44 (41)43 (79)42 (2)4/5

Δ fopt
f22, 3-D		 1e1
18		 1e0
170		 1e-1
354		 1e-2
362		 1e-3
384		 1e-5
401		 1e-7
414		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 6.6 (21)7.1 (8)27 (34)83 (102)228 (669)222 (323)217 (448)12/15
lmm-CMA-ES auger noiseless 1.3 (1)5.1 (6)10 (23)13 (10)12 (21)12 (8)11 (17)5/15
IPOPsaACM loshchilov noiseless 1.4 (2)5.3 (5)17 (18)37 (29)101 (259)100 (248)98 (142)15/15
DTS5-CMA 6.5 (12)3.4 (2)6.9 (8)14 (15)14 (9)13 (33)13 (13)4/30
CMA-ES -061 2.1 (1)2.6 (2)56 (107)55 (101)52 (9)51 (96)49 (47)4/5

Δ fopt
f23, 3-D		 1e1
3.0		 1e0
407		 1e-1
906		 1e-2
1215		 1e-3
2214		 1e-5
2293		 1e-7
2393		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 6.2 (14)5.3 (4)10 (12)7.7 (8)4.3 (5)5.4 (4)5.4 (2)15/15
lmm-CMA-ES auger noiseless 4.8 (16)2.5 (6)3.7 (3)4.0 (8)2.2 (2)2.2 (0.8)2.1 (2)5/15
IPOPsaACM loshchilov noiseless 4.8 (16)7.5 (2)11 (10)8.0 (8)4.5 (4)4.5 (4)4.4 (4)15/15
DTS5-CMA 3.6 (3)0.52 (0.5)1.7 (2)1.3 (0.8)0.72 (1)0.85 (0.5)0.83 (1)8/30
CMA-ES -061 1.6 (2)2.0 (1)3.8 (4)3.0 (3)1.7 (2)1.7 (2)1.8 (1)5/5

Δ fopt
f24, 3-D		 1e1
97		 1e0
10391		 1e-1
1.0e5		 1e-2
3.6e5		 1e-3
3.6e5		 1e-5
3.6e5		 1e-7
3.6e5		 #succ
2/15
IPOP-ACTCMA-ES ros noiseless 2.7 (7)146 (291)64 (98)39 (49)39 (47)39 (31)39 (58)1/15
lmm-CMA-ES auger noiseless 1.5 (2)0.84 (1)∞∞∞∞∞20100/15
IPOPsaACM loshchilov noiseless 2.3 (0.8)402 (369)433 (694)∞∞∞∞3e60/15
DTS5-CMA 1.2 (1)1.0 (0.7)∞∞∞∞∞7530/30
CMA-ES -061 1.9 (1)7.9 (0.7)12 (19)∞∞∞∞3e50/5

Previous dimension | Dimension = 5 | Next dimension

Δ fopt
f1, 5-D		 1e1
11		 1e0
12		 1e-1
12		 1e-2
12		 1e-3
12		 1e-5
12		 1e-7
12		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.2 (3)9.1 (2)15 (5)22 (3)27 (4)40 (5)51 (2)15/15
lmm-CMA-ES auger noiseless 1.6 (0.6)2.9 (0.2)3.6 (0.3)4.4 (0.4)5.1 (0.5)6.8 (0.4)★8.5 (0.6)★15/15
IPOPsaACM loshchilov noiseless 3.0 (2)7.0 (1)8.8 (0.9)10 (1)12 (1)15 (1)18 (2)15/15
DTS5-CMA 1.9 (0.1)2.8 (0.4)3.6 (0.6)4.6 (0.3)5.6 (0.6)7.4 (0.5)9.5 (0.8)30/30
CMA-ES -061 2.2 (2)8.8 (3)15 (2)23 (3)30 (1)42 (3)56 (4)5/5

Δ fopt
f2, 5-D		 1e1
83		 1e0
87		 1e-1
88		 1e-2
89		 1e-3
90		 1e-5
92		 1e-7
94		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 10 (3)12 (1)14 (0.9)14 (1)15 (1)16 (1.0)18 (1)15/15
lmm-CMA-ES auger noiseless 3.2 (1)4.0 (0.5)4.4 (0.9)4.6 (0.9)4.8 (1)5.0 (1)5.4 (0.6)15/15
IPOPsaACM loshchilov noiseless 3.6 (0.8)3.7 (1.0)4.1 (0.7)4.4 (0.6)4.6 (0.6)5.0 (0.7)5.3 (0.7)15/15
DTS5-CMA 1.4 (0.3)★21.7 (0.3)★21.9 (0.2)★22.1 (0.2)★22.2 (0.2)★22.4 (0.2)★22.6 (0.2)★230/30
CMA-ES -061 7.7 (3)9.4 (2)10 (2)11 (2)12 (2)13 (2)15 (2)5/5

Δ fopt
f3, 5-D		 1e1
716		 1e0
1622		 1e-1
1637		 1e-2
1642		 1e-3
1646		 1e-5
1650		 1e-7
1654		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.1 (0.9)20 (71)1359 (1094)1356 (1822)1353 (1530)1351 (1326)1348 (633)4/15
lmm-CMA-ES auger noiseless 0.45 (0.1)5.3 (7)∞∞∞∞∞28060/15
IPOPsaACM loshchilov noiseless 1.1 (1)30 (46)1790 (1551)1785 (2226)1780 (1170)1776 (1960)1772 (2927)12/15
DTS5-CMA 0.34 (0.6)3.4 (8)11 (16)11 (11)11 (19)11 (15)11 (24)2/30
CMA-ES -061 2.6 (1)36 (62)451 (681)450 (904)449 (381)448 (536)448 (542)1/5

Δ fopt
f4, 5-D		 1e1
809		 1e0
1633		 1e-1
1688		 1e-2
1758		 1e-3
1817		 1e-5
1886		 1e-7
1903		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.8 (1)∞∞∞∞∞∞9e50/15
lmm-CMA-ES auger noiseless 1.1 (0.8)∞∞∞∞∞∞28100/15
IPOPsaACM loshchilov noiseless 1.0 (0.9)4.3e4 (5e4)∞∞∞∞∞5e60/15
DTS5-CMA 2.1 (3)∞∞∞∞∞∞12560/30
CMA-ES -061 2.0 (1)∞∞∞∞∞∞2e50/5

Δ fopt
f5, 5-D		 1e1
10		 1e0
10		 1e-1
10		 1e-2
10		 1e-3
10		 1e-5
10		 1e-7
10		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 4.6 (2)6.3 (2)6.8 (2)6.8 (2)6.8 (2)6.8 (3)6.8 (2)15/15
lmm-CMA-ES auger noiseless 3.4 (0.8)4.8 (2)5.0 (1)5.0 (2)5.0 (1)5.0 (1)5.0 (1)15/15
IPOPsaACM loshchilov noiseless 4.3 (3)6.1 (2)6.2 (3)6.3 (2)6.3 (3)6.3 (3)6.3 (2)15/15
DTS5-CMA 2.4 (0.4)3.7 (1)★4.2 (0.9)4.3 (1)4.3 (2)4.3 (1)4.3 (1)30/30
CMA-ES -061 4.0 (0.8)6.1 (1)6.3 (1)6.3 (0.9)6.3 (0.9)6.3 (2)6.3 (0.9)5/5

Δ fopt
f6, 5-D		 1e1
114		 1e0
214		 1e-1
281		 1e-2
404		 1e-3
580		 1e-5
1038		 1e-7
1332		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.5 (1)2.1 (0.5)2.2 (0.3)2.0 (0.4)1.6 (0.3)1.2 (0.2)1.2 (0.1)15/15
lmm-CMA-ES auger noiseless 4.0 (4)4.3 (3)4.5 (2)3.9 (2)4.8 (5)5.4 (3)∞28040/15
IPOPsaACM loshchilov noiseless 2.3 (1)2.1 (0.3)2.6 (1)2.4 (0.9)1.9 (0.7)1.5 (0.7)1.7 (1)15/15
DTS5-CMA 2.2 (2)7.7 (7)14 (18)∞∞∞∞12510/30
CMA-ES -061 2.0 (2)1.9 (0.8)1.9 (0.7)1.8 (0.5)1.6 (0.3)1.2 (0.2)1.2 (0.2)5/5

Δ fopt
f7, 5-D		 1e1
24		 1e0
324		 1e-1
1171		 1e-2
1451		 1e-3
1572		 1e-5
1572		 1e-7
1597		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.9 (2)0.87 (0.2)0.70 (0.6)0.68 (0.6)0.69 (0.3)0.69 (0.2)0.70 (0.7)15/15
lmm-CMA-ES auger noiseless 3.3 (1.0)0.92 (0.7)0.94 (0.8)0.91 (0.6)0.90 (0.6)0.90 (0.5)1.2 (1)13/15
IPOPsaACM loshchilov noiseless 3.7 (2)1.2 (0.3)0.68 (0.8)0.70 (0.7)0.77 (0.4)0.77 (0.9)0.90 (1)15/15
DTS5-CMA 1.5 (0.4)0.75 (0.9)0.58 (0.7)0.63 (0.5)0.68 (0.9)0.68 (0.7)0.85 (0.8)16/30
CMA-ES -061 2.9 (0.9)1.9 (1)0.74 (0.2)0.71 (0.2)0.68 (0.2)0.68 (0.3)0.69 (0.2)5/5

Δ fopt
f8, 5-D		 1e1
73		 1e0
273		 1e-1
336		 1e-2
372		 1e-3
391		 1e-5
410		 1e-7
422		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.8 (1)3.0 (3)3.7 (5)3.8 (1)4.0 (2)4.2 (0.7)4.5 (3)15/15
lmm-CMA-ES auger noiseless 1.6 (0.4)1.7 (1)1.8 (0.9)1.8 (0.7)1.8 (1)1.8 (0.9)1.8 (1.0)15/15
IPOPsaACM loshchilov noiseless 2.3 (1)1.9 (2)2.0 (0.4)2.0 (2)2.0 (0.3)2.0 (0.3)2.1 (1)15/15
DTS5-CMA 1.2 (0.2)★0.80 (0.9)★0.85 (0.3)★20.86 (0.1)★20.86 (0.1)★20.89 (0.5)★20.92 (0.5)★230/30
CMA-ES -061 2.5 (1)2.4 (0.4)3.1 (0.2)3.4 (0.3)3.6 (0.3)3.8 (0.2)4.0 (0.2)5/5

Δ fopt
f9, 5-D		 1e1
35		 1e0
127		 1e-1
214		 1e-2
263		 1e-3
300		 1e-5
335		 1e-7
369		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 5.4 (1)6.2 (2)5.7 (1)5.3 (1)5.0 (1.0)5.0 (1)4.9 (1)15/15
lmm-CMA-ES auger noiseless 2.7 (1)3.4 (0.6)2.6 (1)2.4 (1)2.2 (1)2.1 (1)1.9 (0.7)15/15
IPOPsaACM loshchilov noiseless 5.0 (2)3.1 (0.9)2.5 (0.9)2.3 (0.6)2.1 (0.6)2.0 (0.5)2.0 (0.4)15/15
DTS5-CMA 2.6 (0.9)2.0 (0.5)1.5 (1.0)★1.4 (1)★1.3 (0.6)★21.2 (0.6)★21.2 (1.0)★230/30
CMA-ES -061 3.7 (2)4.4 (2)4.2 (0.9)4.2 (1)4.1 (0.7)4.1 (0.7)4.2 (0.5)5/5

Δ fopt
f10, 5-D		 1e1
349		 1e0
500		 1e-1
574		 1e-2
607		 1e-3
626		 1e-5
829		 1e-7
880		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.5 (0.7)2.2 (0.2)2.1 (0.3)2.1 (0.3)2.2 (0.3)1.8 (0.2)1.9 (0.2)15/15
lmm-CMA-ES auger noiseless 0.77 (0.4)0.67 (0.2)0.65 (0.1)0.65 (0.2)0.66 (0.1)0.54 (0.1)0.55 (0.0)15/15
IPOPsaACM loshchilov noiseless 0.77 (0.1)0.61 (0.1)0.57 (0.1)0.58 (0.1)0.60 (0.1)0.51 (0.1)0.53 (0.1)15/15
DTS5-CMA 0.41 (0.1)★20.33 (0.0)★20.31 (0.0)★20.31 (0.0)★20.33 (0.0)★20.28 (0.0)★20.29 (0.0)★230/30
CMA-ES -061 2.3 (0.5)1.8 (0.2)1.7 (0.2)1.8 (0.1)1.8 (0.2)1.6 (0.2)1.7 (0.2)5/5

Δ fopt
f11, 5-D		 1e1
143		 1e0
202		 1e-1
763		 1e-2
977		 1e-3
1177		 1e-5
1467		 1e-7
1673		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 5.6 (0.5)4.7 (0.5)1.4 (0.1)1.2 (0.1)1.0 (0.1)0.95 (0.1)0.92 (0.1)15/15
lmm-CMA-ES auger noiseless 1.9 (0.2)1.8 (0.3)0.54 (0.1)0.45 (0.1)0.38 (0.1)0.34 (0.0)0.32 (0.1)15/15
IPOPsaACM loshchilov noiseless 2.0 (0.3)1.6 (0.3)0.46 (0.1)0.39 (0.1)0.34 (0.1)0.30 (0.1)0.29 (0.0)15/15
DTS5-CMA 0.83 (0.3)★20.75 (0.2)★20.21 (0.1)★20.18 (0.0)★20.16 (0.0)★20.15 (0.0)★20.14 (0.0)★230/30
CMA-ES -061 3.3 (0.9)2.9 (0.3)0.93 (0.1)0.81 (0.1)0.77 (0.1)0.72 (1e-2)0.73 (0.0)5/5

Δ fopt
f12, 5-D		 1e1
108		 1e0
268		 1e-1
371		 1e-2
413		 1e-3
461		 1e-5
1303		 1e-7
1494		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 8.8 (5)5.9 (7)5.7 (5)6.0 (2)6.0 (2)2.6 (2)2.6 (2)15/15
lmm-CMA-ES auger noiseless 1.5 (1.0)1.3 (2)1.4 (2)1.6 (0.4)1.7 (2)0.92 (0.5)0.95 (0.7)13/15
IPOPsaACM loshchilov noiseless 3.8 (0.9)2.9 (3)2.8 (2)2.8 (3)2.8 (2)1.2 (0.9)1.2 (1)15/15
DTS5-CMA 1.6 (0.8)1.2 (0.7)1.3 (0.4)1.5 (1)1.7 (3)0.73 (1.0)0.78 (0.3)14/30
CMA-ES -061 6.2 (3)3.7 (2)4.2 (1)4.3 (1)4.4 (2)1.9 (0.8)1.9 (1)5/5

Δ fopt
f13, 5-D		 1e1
132		 1e0
195		 1e-1
250		 1e-2
319		 1e-3
1310		 1e-5
1752		 1e-7
2255		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.0 (1)4.1 (2)4.2 (1.0)4.0 (0.2)1.2 (0.1)1.2 (0.2)1.1 (0.1)15/15
lmm-CMA-ES auger noiseless 1.3 (1)1.8 (0.9)1.7 (0.4)1.8 (0.4)0.50 (0.1)0.49 (0.1)0.57 (0.4)14/15
IPOPsaACM loshchilov noiseless 1.2 (0.3)1.1 (0.3)1.2 (0.3)1.2 (0.4)0.33 (0.1)0.35 (0.1)0.33 (0.1)15/15
DTS5-CMA 1.6 (0.6)1.4 (0.3)1.2 (2)1.1 (1)0.37 (0.1)0.37 (0.1)0.37 (0.1)26/30
CMA-ES -061 2.4 (0.4)3.3 (0.5)3.6 (0.9)3.8 (0.3)1.1 (0.1)0.99 (0.1)0.98 (0.0)5/5

Δ fopt
f14, 5-D		 1e1
10		 1e0
41		 1e-1
58		 1e-2
90		 1e-3
139		 1e-5
251		 1e-7
476		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.5 (1)2.2 (1)3.2 (0.7)3.6 (1)3.6 (0.4)3.8 (0.5)2.9 (0.3)15/15
lmm-CMA-ES auger noiseless 0.61 (1)1.5 (0.4)1.6 (0.6)1.8 (0.6)1.9 (0.4)1.8 (0.1)1.4 (0.1)15/15
IPOPsaACM loshchilov noiseless 2.8 (2)2.4 (0.4)2.5 (0.3)2.4 (0.5)2.1 (0.3)1.8 (0.2)1.3 (0.1)15/15
DTS5-CMA 1.6 (1)1.1 (0.2)1.1 (0.1)★21.1 (0.2)★21.0 (0.2)★20.90 (0.1)★20.75 (0.0)★230/30
CMA-ES -061 0.78 (0.7)1.9 (1)3.0 (0.7)3.4 (0.2)3.2 (0.4)3.7 (0.1)2.6 (0.2)5/5

Δ fopt
f15, 5-D		 1e1
511		 1e0
9310		 1e-1
19369		 1e-2
19743		 1e-3
20073		 1e-5
20769		 1e-7
21359		 #succ
14/15
IPOP-ACTCMA-ES ros noiseless 1.5 (3)0.89 (0.5)1.0 (0.9)1.0 (0.6)1.0 (0.5)1.0 (0.4)1.0 (0.4)15/15
lmm-CMA-ES auger noiseless 1.2 (1)1.1 (1)1.1 (1.0)2.1 (3)2.1 (4)2.0 (2)2.0 (3)1/15
IPOPsaACM loshchilov noiseless 1.6 (1)0.42 (0.4)0.72 (0.7)0.71 (0.4)0.71 (0.6)0.70 (0.5)0.69 (0.7)15/15
DTS5-CMA 0.62 (0.7)∞∞∞∞∞∞12590/30
CMA-ES -061 1.4 (2)0.73 (0.2)0.80 (0.8)0.79 (0.6)0.80 (0.7)0.80 (0.7)0.81 (0.7)5/5

Δ fopt
f16, 5-D		 1e1
120		 1e0
612		 1e-1
2662		 1e-2
10163		 1e-3
10449		 1e-5
11644		 1e-7
12095		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.9 (3)2.4 (3)1.7 (3)0.56 (0.5)0.82 (1)0.84 (0.9)0.85 (0.9)15/15
lmm-CMA-ES auger noiseless 2.0 (2)2.1 (1)1.8 (1)0.70 (1.0)0.92 (0.6)1.1 (1)1.1 (1)3/15
IPOPsaACM loshchilov noiseless 3.1 (4)2.4 (3)1.0 (1)0.49 (0.5)0.52 (0.6)0.55 (0.6)0.55 (0.4)15/15
DTS5-CMA 2.9 (5)4.1 (3)2.1 (3)0.88 (2)0.86 (0.9)1.6 (0.8)1.5 (3)2/30
CMA-ES -061 1.3 (0.4)2.1 (3)1.4 (0.8)0.79 (0.6)0.79 (0.9)0.75 (0.9)0.75 (0.8)5/5

Δ fopt
f17, 5-D		 1e1
5.0		 1e0
215		 1e-1
899		 1e-2
2861		 1e-3
3669		 1e-5
6351		 1e-7
7934		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 4.4 (5)0.89 (0.4)0.53 (0.2)0.59 (0.7)0.77 (0.6)1.00 (0.6)1.1 (0.7)15/15
lmm-CMA-ES auger noiseless 1.8 (1)0.51 (0.2)0.48 (0.8)0.47 (0.3)0.65 (1)1.2 (0.6)2.6 (5)1/15
IPOPsaACM loshchilov noiseless 5.1 (3)1.7 (0.4)1.1 (1)0.83 (0.7)0.85 (0.4)1.2 (0.6)1.4 (1)15/15
DTS5-CMA 3.4 (2)2.5 (2)3.4 (3)2.1 (4)∞∞∞12530/30
CMA-ES -061 1.9 (2)0.60 (0.4)0.40 (0.1)0.59 (0.5)0.68 (0.4)0.83 (0.4)0.89 (0.4)5/5

Δ fopt
f18, 5-D		 1e1
103		 1e0
378		 1e-1
3968		 1e-2
8451		 1e-3
9280		 1e-5
10905		 1e-7
12469		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.5 (17)1.6 (5)0.70 (0.8)0.69 (0.5)0.77 (0.3)0.80 (0.2)0.84 (0.1)15/15
lmm-CMA-ES auger noiseless 0.52 (0.2)0.52 (0.2)0.38 (0.2)0.43 (0.6)1.4 (1)3.8 (7)∞28050/15
IPOPsaACM loshchilov noiseless 2.8 (0.6)1.5 (4)0.64 (0.5)0.79 (1)0.85 (0.4)1.0 (0.6)1.1 (0.4)15/15
DTS5-CMA 2.6 (6)4.9 (4)0.59 (0.7)∞∞∞∞12530/30
CMA-ES -061 0.80 (0.2)0.90 (0.2)0.78 (0.7)0.49 (0.3)0.56 (0.1)0.77 (0.3)0.87 (0.3)5/5

Δ fopt
f19, 5-D		 1e1
1		 1e0
1		 1e-1
242		 1e-2
1.0e5		 1e-3
1.2e5		 1e-5
1.2e5		 1e-7
1.2e5		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 14 (14)1207 (1244)124 (101)0.84 (0.6)0.95 (1)0.96 (1.0)0.96 (0.8)15/15
lmm-CMA-ES auger noiseless 1 (0)1 (0)56 (67)∞∞∞∞28050/15
IPOPsaACM loshchilov noiseless 19 (9)1931 (1340)250 (264)1.2 (1)1.4 (0.8)1.4 (1)1.4 (1)15/15
DTS5-CMA 13 (13)203 (155)11 (15)0.18 (0.3)0.15 (0.2)0.15 (0.1)0.15 (0.2)2/30
CMA-ES -061 1 (0)1 (0)92 (33)0.88 (0.5)0.92 (0.6)0.92 (0.6)0.93 (0.6)5/5

Δ fopt
f20, 5-D		 1e1
16		 1e0
851		 1e-1
38111		 1e-2
51362		 1e-3
54470		 1e-5
54861		 1e-7
55313		 #succ
14/15
IPOP-ACTCMA-ES ros noiseless 3.9 (2)10 (5)1.4 (2)1.1 (0.9)1.1 (1)1.1 (0.8)1.1 (1)15/15
lmm-CMA-ES auger noiseless 1.8 (1.0)15 (20)∞∞∞∞∞28140/15
IPOPsaACM loshchilov noiseless 2.4 (1)3.5 (3)1.6 (1)1.2 (1)1.2 (0.6)1.2 (0.9)1.2 (1)15/15
DTS5-CMA 1.6 (0.5)1.9 (3)∞∞∞∞∞12530/30
CMA-ES -061 3.0 (1)4.9 (5)2.0 (1)1.6 (1)1.5 (0.2)1.6 (0.9)1.6 (0.9)5/5

Δ fopt
f21, 5-D		 1e1
41		 1e0
1157		 1e-1
1674		 1e-2
1692		 1e-3
1705		 1e-5
1729		 1e-7
1757		 #succ
14/15
IPOP-ACTCMA-ES ros noiseless 3.5 (1)7.3 (4)32 (121)33 (74)33 (61)33 (73)33 (21)14/15
lmm-CMA-ES auger noiseless 2.1 (3)1.3 (1)1.5 (1)1.5 (0.9)1.6 (2)1.9 (3)1.9 (2)8/15
IPOPsaACM loshchilov noiseless 2.9 (1)1.6 (1.0)28 (88)28 (3)28 (3)28 (1)27 (96)15/15
DTS5-CMA 2.4 (6)3.2 (2)5.0 (5)5.0 (3)5.0 (3)5.0 (8)5.0 (3)4/30
CMA-ES -061 1.4 (0.4)22 (0.5)18 (18)18 (43)18 (30)18 (10)18 (22)4/5

Δ fopt
f22, 5-D		 1e1
71		 1e0
386		 1e-1
938		 1e-2
980		 1e-3
1008		 1e-5
1040		 1e-7
1068		 #succ
14/15
IPOP-ACTCMA-ES ros noiseless 8.8 (5)21 (31)65 (53)276 (377)270 (343)263 (404)256 (217)9/15
lmm-CMA-ES auger noiseless 2.5 (0.5)3.8 (6)13 (12)13 (20)12 (11)12 (23)12 (13)3/15
IPOPsaACM loshchilov noiseless 3.4 (0.4)12 (31)85 (281)115 (12)116 (240)113 (245)110 (280)15/15
DTS5-CMA 3.6 (6)6.0 (6)6.0 (5)5.8 (7)5.7 (4)5.6 (3)8.2 (11)4/30
CMA-ES -061 4.6 (9)12 (12)148 (416)141 (117)137 (229)133 (114)130 (218)2/5

Δ fopt
f23, 5-D		 1e1
3.0		 1e0
518		 1e-1
14249		 1e-2
27890		 1e-3
31654		 1e-5
33030		 1e-7
34256		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.6 (0.7)20 (37)76 (211)39 (65)34 (56)33 (80)32 (25)8/15
lmm-CMA-ES auger noiseless 1.9 (2)10 (14)2.9 (2)1.5 (1)1.3 (1)1.3 (1.0)1.2 (2)1/15
IPOPsaACM loshchilov noiseless 2.1 (3)13 (24)8.8 (54)7.5 (0.4)6.6 (22)6.4 (21)6.2 (9)15/15
DTS5-CMA 1.3 (2)2.4 (2)0.65 (0.5)0.33 (0.2)0.59 (0.8)0.57 (0.4)∞12520/30
CMA-ES -061 2.1 (2)14 (9)3.2 (2)1.7 (2)1.5 (1)1.5 (1)1.5 (1)5/5

Δ fopt
f24, 5-D		 1e1
1622		 1e0
2.2e5		 1e-1
6.4e6		 1e-2
9.6e6		 1e-3
9.6e6		 1e-5
1.3e7		 1e-7
1.3e7		 #succ
3/15
IPOP-ACTCMA-ES ros noiseless 2.6 (1)41 (62)∞∞∞∞∞1e60/15
lmm-CMA-ES auger noiseless 0.88 (0.8)∞∞∞∞∞∞28060/15
IPOPsaACM loshchilov noiseless 1.9 (2)42 (77)11 (11)∞∞∞∞5e60/15
DTS5-CMA 0.33 (0.5)∞∞∞∞∞∞12530/30
CMA-ES -061 1.8 (2)7.5 (6)∞∞∞∞∞4e50/5

Previous dimension | Dimension = 10 | Next dimension

Δ fopt
f1, 10-D		 1e1
22		 1e0
23		 1e-1
23		 1e-2
23		 1e-3
23		 1e-5
23		 1e-7
23		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 6.2 (2)12 (2)19 (2)26 (3)32 (2)44 (3)58 (2)15/15
lmm-CMA-ES auger noiseless 3.2 (0.8)3.9 (0.1)4.6 (0.3)★5.2 (0.2)★5.7 (0.3)★7.1 (0.1)★8.4 (0.5)★15/15
IPOPsaACM loshchilov noiseless 4.6 (1)6.1 (0.4)7.3 (0.7)9.0 (0.9)11 (0.9)14 (1)17 (1)15/15
DTS5-CMA 2.7 (0.5)★3.9 (0.4)5.3 (0.5)6.5 (0.6)7.8 (0.4)10 (0.5)13 (0.8)30/30
CMA-ES -061 4.9 (2)12 (2)18 (5)24 (4)31 (3)42 (3)57 (6)5/5

Δ fopt
f2, 10-D		 1e1
187		 1e0
190		 1e-1
191		 1e-2
191		 1e-3
193		 1e-5
194		 1e-7
195		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 14 (2)16 (4)18 (1)19 (1)20 (1)21 (1)23 (2)15/15
lmm-CMA-ES auger noiseless 4.8 (1)5.5 (1)6.0 (0.7)6.3 (0.5)6.5 (0.4)7.0 (1.0)7.5 (1.0)15/15
IPOPsaACM loshchilov noiseless 4.1 (0.7)4.4 (0.8)4.7 (0.8)5.0 (0.8)5.3 (0.8)5.7 (0.8)6.1 (0.5)15/15
DTS5-CMA 2.9 (0.5)★23.4 (0.4)★23.7 (0.3)★23.9 (0.4)★24.0 (0.3)★24.3 (0.1)★24.6 (0.3)★230/30
CMA-ES -061 13 (1)15 (1)16 (0.9)17 (1)18 (1.0)19 (1)21 (1)5/5

Δ fopt
f3, 10-D		 1e1
1739		 1e0
3600		 1e-1
3609		 1e-2
3636		 1e-3
3642		 1e-5
3646		 1e-7
3651		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 5.6 (3)643 (1265)2678 (900)2659 (2382)2655 (5611)2654 (2405)2651 (2649)2/15
lmm-CMA-ES auger noiseless 2.0 (2)∞∞∞∞∞∞48080/15
IPOPsaACM loshchilov noiseless 2.3 (1)174 (336)7894 (7386)7835 (6877)7823 (5892)7814 (1e4)7804 (8220)4/14
DTS5-CMA 1.9 (2)∞∞∞∞∞∞25060/30
CMA-ES -061 5.6 (2)∞∞∞∞∞∞3e50/5

Δ fopt
f4, 10-D		 1e1
2234		 1e0
3626		 1e-1
3660		 1e-2
3695		 1e-3
3707		 1e-5
3744		 1e-7
28767		 #succ
12/15
IPOP-ACTCMA-ES ros noiseless 7.6 (4)∞∞∞∞∞∞1e60/15
lmm-CMA-ES auger noiseless 10 (10)∞∞∞∞∞∞48130/15
IPOPsaACM loshchilov noiseless 5.6 (5)∞∞∞∞∞∞1e70/5
DTS5-CMA ∞∞∞∞∞∞∞25050/30
CMA-ES -061 6.3 (3)∞∞∞∞∞∞3e50/5

Δ fopt
f5, 10-D		 1e1
20		 1e0
20		 1e-1
20		 1e-2
20		 1e-3
20		 1e-5
20		 1e-7
20		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 5.3 (2)6.7 (2)6.9 (2)6.9 (2)6.9 (1)6.9 (2)6.9 (2)15/15
lmm-CMA-ES auger noiseless 5.2 (0.9)6.2 (3)6.5 (1)6.5 (1)6.5 (3)6.5 (3)6.5 (1)15/15
IPOPsaACM loshchilov noiseless 5.0 (1)6.2 (0.9)6.2 (0.9)6.3 (0.9)6.3 (0.5)6.3 (1)6.3 (1)15/15
DTS5-CMA 4.3 (2)7.7 (2)10 (2)10 (2)10 (2)10 (0.8)10 (2)30/30
CMA-ES -061 5.2 (1)6.0 (1)6.5 (0.8)6.5 (2)6.5 (1)6.5 (2)6.5 (0.8)5/5

Δ fopt
f6, 10-D		 1e1
412		 1e0
623		 1e-1
826		 1e-2
1039		 1e-3
1292		 1e-5
1841		 1e-7
2370		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.8 (0.6)1.9 (0.4)1.8 (0.1)1.8 (0.2)1.7 (0.2)1.6 (0.1)1.6 (0.1)15/15
lmm-CMA-ES auger noiseless 5.5 (2)17 (29)∞∞∞∞∞48040/15
IPOPsaACM loshchilov noiseless 1.7 (0.7)1.8 (0.7)1.9 (0.5)1.9 (0.5)1.8 (0.6)1.8 (0.3)1.8 (0.2)15/15
DTS5-CMA 21 (24)∞∞∞∞∞∞25010/30
CMA-ES -061 1.7 (0.3)1.8 (0.2)1.7 (0.1)1.8 (0.2)1.7 (0.1)1.6 (0.1)1.6 (0.1)5/5

Δ fopt
f7, 10-D		 1e1
172		 1e0
1611		 1e-1
4195		 1e-2
5099		 1e-3
5141		 1e-5
5141		 1e-7
5389		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.7 (3)1.2 (0.6)0.75 (0.5)0.77 (0.4)0.77 (0.3)0.77 (0.4)0.75 (0.4)15/15
lmm-CMA-ES auger noiseless 1.1 (0.5)1.7 (3)2.8 (2)4.4 (4)4.4 (4)4.4 (5)4.2 (5)2/15
IPOPsaACM loshchilov noiseless 1.8 (2)1.00 (0.3)0.70 (0.1)0.68 (0.3)0.69 (0.4)0.69 (0.4)0.72 (0.4)15/15
DTS5-CMA 0.69 (0.1)★20.80 (0.6)0.94 (0.7)1.4 (1.0)1.4 (2)1.4 (1)1.3 (1)6/30
CMA-ES -061 1.5 (0.2)1.3 (1.0)0.99 (0.3)0.89 (0.3)0.88 (0.3)0.88 (0.3)0.86 (0.3)5/5

Δ fopt
f8, 10-D		 1e1
326		 1e0
921		 1e-1
1114		 1e-2
1217		 1e-3
1267		 1e-5
1315		 1e-7
1343		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.7 (3)4.4 (3)4.4 (0.6)4.3 (0.9)4.3 (0.5)4.4 (0.4)4.6 (1)15/15
lmm-CMA-ES auger noiseless 1.2 (0.1)1.5 (0.4)1.5 (0.2)1.4 (0.3)1.4 (0.1)1.5 (0.1)1.5 (0.3)15/15
IPOPsaACM loshchilov noiseless 1.3 (0.7)2.0 (1)1.9 (0.9)1.9 (1)1.8 (1)1.8 (0.6)1.9 (1)15/15
DTS5-CMA 0.94 (0.1)1.2 (0.2)★1.2 (0.1)★1.1 (0.7)★1.1 (0.1)★1.2 (0.1)★1.2 (0.6)★28/30
CMA-ES -061 1.5 (0.1)3.2 (0.7)3.3 (0.6)3.3 (0.5)3.4 (0.4)3.5 (0.4)3.7 (0.2)5/5

Δ fopt
f9, 10-D		 1e1
200		 1e0
648		 1e-1
857		 1e-2
993		 1e-3
1065		 1e-5
1138		 1e-7
1185		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 4.1 (5)5.2 (1)4.8 (0.4)4.5 (0.7)4.4 (0.7)4.4 (0.6)4.5 (0.9)15/15
lmm-CMA-ES auger noiseless 1.6 (0.2)2.1 (0.7)1.9 (0.6)1.9 (0.4)1.8 (0.3)1.8 (0.4)1.8 (0.3)14/15
IPOPsaACM loshchilov noiseless 1.6 (0.2)2.0 (2)1.8 (0.8)1.7 (0.1)1.6 (0.2)1.6 (0.2)1.6 (0.7)15/15
DTS5-CMA 1.5 (0.7)2.0 (3)1.7 (0.3)1.6 (0.7)1.5 (0.2)1.5 (0.7)1.5 (0.7)26/30
CMA-ES -061 2.6 (0.8)5.1 (1)4.8 (0.7)4.5 (0.8)4.4 (0.9)4.4 (0.4)4.5 (0.7)5/5

Δ fopt
f10, 10-D		 1e1
1835		 1e0
2172		 1e-1
2455		 1e-2
2728		 1e-3
2802		 1e-5
4543		 1e-7
4739		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.5 (0.3)1.4 (0.2)1.4 (0.1)1.3 (0.1)1.3 (0.1)0.89 (0.0)0.91 (0.1)15/15
lmm-CMA-ES auger noiseless 0.49 (0.1)0.50 (0.1)0.48 (0.1)0.46 (0.0)0.47 (0.0)0.31 (0.0)0.32 (0.0)15/15
IPOPsaACM loshchilov noiseless 0.41 (0.1)0.40 (0.1)0.38 (0.0)0.36 (0.1)0.36 (0.0)0.25 (0.0)0.25 (0.0)15/15
DTS5-CMA 0.30 (0.0)★20.32 (0.0)★20.31 (0.0)★20.29 (0.0)★20.30 (0.0)★20.20 (0.0)★20.20 (0.0)★230/30
CMA-ES -061 1.2 (0.3)1.2 (0.2)1.3 (0.2)1.2 (0.2)1.2 (0.2)0.82 (0.1)0.85 (0.1)5/5

Δ fopt
f11, 10-D		 1e1
266		 1e0
1041		 1e-1
2602		 1e-2
2954		 1e-3
3338		 1e-5
4092		 1e-7
4843		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 7.0 (0.5)2.0 (0.2)0.89 (0.0)0.84 (0.1)0.80 (0.0)0.73 (0.0)0.68 (0.0)15/15
lmm-CMA-ES auger noiseless 2.9 (0.6)0.85 (0.1)0.38 (0.0)0.36 (0.0)0.33 (0.0)0.30 (0.0)0.27 (0.0)15/15
IPOPsaACM loshchilov noiseless 2.8 (0.4)0.76 (0.1)0.33 (0.0)0.30 (0.0)0.28 (0.0)0.25 (0.0)0.23 (0.0)15/15
DTS5-CMA 1.7 (0.2)★20.51 (0.0)★20.22 (0.0)★20.21 (0.0)★20.20 (9e-3)★20.18 (0.0)★20.16 (7e-3)★230/30
CMA-ES -061 5.2 (0.3)1.6 (0.2)0.70 (0.1)0.68 (0.1)0.65 (1e-2)0.61 (0.0)0.58 (0.0)5/5

Δ fopt
f12, 10-D		 1e1
515		 1e0
896		 1e-1
1240		 1e-2
1390		 1e-3
1569		 1e-5
3660		 1e-7
5154		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.3 (2)3.4 (3)3.7 (2)4.0 (3)4.1 (2)2.3 (0.8)1.9 (0.8)15/15
lmm-CMA-ES auger noiseless 0.86 (0.4)1.0 (0.4)1.3 (1)1.5 (1)1.7 (2)1.1 (0.9)1.1 (0.7)10/15
IPOPsaACM loshchilov noiseless 0.97 (0.1)1.0 (1)1.1 (0.8)1.3 (0.7)1.4 (0.8)0.82 (0.4)0.69 (0.3)15/15
DTS5-CMA 1.0 (0.9)1.2 (2)1.3 (1)1.4 (1)1.5 (2)1.1 (0.7)1.4 (0.8)6/30
CMA-ES -061 1.8 (0.1)2.1 (1)2.0 (2)2.9 (1)3.2 (0.9)1.9 (0.8)1.6 (0.5)5/5

Δ fopt
f13, 10-D		 1e1
387		 1e0
596		 1e-1
797		 1e-2
1014		 1e-3
4587		 1e-5
6208		 1e-7
7779		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.4 (1)3.5 (1)3.2 (2)3.3 (1)1.00 (0.2)1.0 (0.4)1.1 (0.4)15/15
lmm-CMA-ES auger noiseless 1.1 (0.2)1.3 (0.3)1.4 (0.2)1.2 (0.2)0.32 (0.1)0.32 (0.1)0.32 (0.1)14/15
IPOPsaACM loshchilov noiseless 0.96 (1)1.4 (1)1.3 (1.0)1.3 (0.6)0.32 (0.1)0.31 (0.1)0.31 (0.1)15/15
DTS5-CMA 0.73 (0.3)1.2 (0.5)1.2 (0.9)1.0 (0.6)0.28 (0.1)0.63 (0.6)1.1 (1.0)6/30
CMA-ES -061 2.1 (0.8)3.4 (2)2.9 (1)3.2 (0.8)0.79 (0.2)1.0 (0.0)1.00 (0.4)5/5

Δ fopt
f14, 10-D		 1e1
37		 1e0
98		 1e-1
133		 1e-2
205		 1e-3
392		 1e-5
687		 1e-7
4305		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.1 (1)2.8 (1.0)3.7 (0.4)3.8 (0.4)3.1 (0.3)3.5 (0.2)0.84 (0.1)15/15
lmm-CMA-ES auger noiseless 0.93 (0.9)1.9 (0.4)2.1 (0.5)2.1 (0.3)1.7 (0.3)1.7 (0.2)0.40 (0.0)15/15
IPOPsaACM loshchilov noiseless 2.2 (2)2.3 (0.4)2.4 (0.5)2.2 (0.3)1.6 (0.2)1.5 (0.1)0.31 (0.0)15/15
DTS5-CMA 1.3 (0.3)1.3 (0.3)★21.4 (0.2)★21.4 (0.2)★21.1 (0.1)★21.1 (0.1)★20.29 (0.1)★22/30
CMA-ES -061 1.5 (1)2.9 (0.6)3.6 (0.5)3.8 (0.5)3.1 (0.3)3.3 (0.4)0.79 (0.1)5/5

Δ fopt
f15, 10-D		 1e1
4774		 1e0
39246		 1e-1
73643		 1e-2
74669		 1e-3
75790		 1e-5
77814		 1e-7
79834		 #succ
12/15
IPOP-ACTCMA-ES ros noiseless 0.91 (0.6)1.0 (0.6)0.83 (0.7)0.84 (0.7)0.84 (0.2)0.85 (0.7)0.86 (0.8)15/15
lmm-CMA-ES auger noiseless 0.47 (0.5)∞∞∞∞∞∞48170/15
IPOPsaACM loshchilov noiseless 0.90 (0.8)0.72 (0.5)0.76 (0.7)0.75 (0.9)0.74 (0.9)0.73 (0.6)0.73 (0.9)15/15
DTS5-CMA 0.36 (0.5)∞∞∞∞∞∞25060/30
CMA-ES -061 1.3 (0.5)0.78 (0.4)0.70 (0.2)0.70 (0.2)0.71 (0.2)0.72 (0.1)0.73 (0.1)5/5

Δ fopt
f16, 10-D		 1e1
425		 1e0
7029		 1e-1
15779		 1e-2
45669		 1e-3
51151		 1e-5
65798		 1e-7
71570		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.6 (0.8)0.95 (0.8)1.2 (1.0)0.84 (1)1.1 (1.0)0.92 (1)0.87 (1)15/15
lmm-CMA-ES auger noiseless 1.3 (0.8)0.53 (0.5)0.80 (0.6)1.6 (2)∞∞∞48050/15
IPOPsaACM loshchilov noiseless 2.5 (0.8)0.67 (0.6)0.72 (0.4)0.39 (0.2)0.44 (0.2)0.36 (0.3)0.34 (0.3)15/15
DTS5-CMA 0.37 (0.2)★20.42 (0.8)∞∞∞∞∞25030/30
CMA-ES -061 2.3 (0.9)0.79 (0.9)1.0 (0.1)0.43 (0.1)0.44 (0.1)0.40 (0.1)0.38 (0.1)5/5

Δ fopt
f17, 10-D		 1e1
26		 1e0
429		 1e-1
2203		 1e-2
6329		 1e-3
9851		 1e-5
20190		 1e-7
26503		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.4 (2)1.2 (0.4)1.8 (3)1.2 (1.0)1.3 (0.8)1.0 (0.3)1.0 (0.4)15/15
lmm-CMA-ES auger noiseless 0.64 (0.6)0.75 (0.2)0.55 (0.9)0.83 (1)6.9 (7)∞∞48100/15
IPOPsaACM loshchilov noiseless 2.4 (2)1.1 (0.3)1.1 (1)1.0 (0.8)1.2 (0.6)1.2 (0.4)1.4 (0.6)15/15
DTS5-CMA 1.5 (0.9)1.9 (3)5.2 (5)5.8 (11)∞∞∞25020/30
CMA-ES -061 0.74 (0.8)1.0 (0.1)0.49 (0.1)0.88 (0.6)0.78 (0.3)0.84 (0.5)0.85 (0.3)5/5

Δ fopt
f18, 10-D		 1e1
238		 1e0
836		 1e-1
7012		 1e-2
15928		 1e-3
27536		 1e-5
37234		 1e-7
42708		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.2 (0.3)1.6 (0.4)0.82 (0.8)0.97 (0.6)0.78 (0.4)0.80 (0.4)0.88 (0.3)15/15
lmm-CMA-ES auger noiseless 0.70 (0.2)0.63 (0.1)0.86 (0.5)4.3 (6)∞∞∞48080/15
IPOPsaACM loshchilov noiseless 1.3 (0.3)1.2 (0.3)1.6 (1)0.92 (0.4)0.75 (0.6)1.0 (0.3)1.3 (0.4)15/15
DTS5-CMA 0.94 (2)4.7 (4)∞∞∞∞∞25020/30
CMA-ES -061 0.75 (0.1)0.86 (0.3)1.2 (2)1.1 (0.4)0.79 (0.1)0.70 (0.2)0.66 (0.1)5/5

Δ fopt
f19, 10-D		 1e1
1		 1e0
1		 1e-1
10609		 1e-2
9.8e5		 1e-3
1.4e6		 1e-5
1.4e6		 1e-7
1.4e6		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 68 (32)9042 (4482)10 (10)0.61 (0.3)0.53 (0.3)0.53 (0.3)0.54 (0.4)15/15
lmm-CMA-ES auger noiseless 1 (0)1 (0)∞∞∞∞∞48050/15
IPOPsaACM loshchilov noiseless 60 (48)1.8e4 (5698)9.3 (8)0.55 (0.4)0.49 (0.2)0.49 (0.3)0.49 (0.3)15/15
DTS5-CMA 43 (9)755 (780)3.4 (5)∞∞∞∞25020/30
CMA-ES -061 1 (0)1 (0)13 (4)0.57 (0.1)0.42 (0.1)0.42 (0.1)0.42 (0.1)5/5

Δ fopt
f20, 10-D		 1e1
32		 1e0
15426		 1e-1
5.5e5		 1e-2
5.7e5		 1e-3
5.7e5		 1e-5
5.8e5		 1e-7
5.9e5		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 4.3 (2)2.3 (2)0.84 (0.3)0.86 (0.4)0.87 (0.3)0.88 (0.4)0.89 (0.4)15/15
lmm-CMA-ES auger noiseless 3.3 (0.8)∞∞∞∞∞∞48170/15
IPOPsaACM loshchilov noiseless 4.3 (0.9)0.86 (0.8)0.74 (0.4)0.76 (0.4)0.75 (0.4)0.75 (0.3)0.74 (0.4)15/15
DTS5-CMA 2.3 (0.4)2.3 (1)∞∞∞∞∞25030/30
CMA-ES -061 2.3 (0.6)2.3 (0.8)0.84 (0.5)0.83 (0.6)0.83 (0.6)0.83 (1)0.83 (1.0)3/5

Δ fopt
f21, 10-D		 1e1
130		 1e0
2236		 1e-1
4392		 1e-2
4487		 1e-3
4618		 1e-5
5074		 1e-7
11329		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.6 (9)31 (226)58 (192)57 (75)55 (5)50 (64)23 (45)11/15
lmm-CMA-ES auger noiseless 3.2 (10)2.1 (2)1.4 (2)1.4 (1)1.4 (1)1.3 (0.9)0.66 (0.6)7/15
IPOPsaACM loshchilov noiseless 2.5 (2)15 (37)48 (62)47 (110)46 (105)42 (21)19 (36)15/15
DTS5-CMA 3.3 (4)4.6 (12)∞∞∞∞∞25110/30
CMA-ES -061 1.7 (1)20 (77)29 (31)29 (31)28 (115)26 (27)12 (21)3/5

Δ fopt
f22, 10-D		 1e1
98		 1e0
2839		 1e-1
6353		 1e-2
6620		 1e-3
6798		 1e-5
8296		 1e-7
10351		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 44 (16)203 (277)663 (730)636 (344)620 (821)508 (455)407 (276)2/15
lmm-CMA-ES auger noiseless 2.5 (0.5)1.6 (2)11 (12)10 (7)10 (7)8.3 (12)6.7 (7)1/15
IPOPsaACM loshchilov noiseless 119 (787)175 (375)1652 (3265)1585 (1837)1544 (1722)1265 (1925)1014 (531)9/15
DTS5-CMA 10 (7)5.8 (2)5.6 (3)5.4 (3)5.2 (6)4.3 (4)3.5 (4)2/30
CMA-ES -061 15 (17)106 (52)∞∞∞∞∞2e50/5

Δ fopt
f23, 10-D		 1e1
3.0		 1e0
915		 1e-1
16425		 1e-2
1.8e5		 1e-3
2.0e5		 1e-5
2.1e5		 1e-7
2.1e5		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.6 (1)458 (464)∞∞∞∞∞2e60/15
lmm-CMA-ES auger noiseless 1.7 (1)38 (35)∞∞∞∞∞48090/15
IPOPsaACM loshchilov noiseless 2.3 (3)199 (337)429 (293)126 (160)114 (98)111 (122)108 (103)5/15
DTS5-CMA 1.9 (2)0.95 (1)★2∞∞∞∞∞25020/30
CMA-ES -061 2.5 (1)7.9 (7)13 (5)25 (42)23 (50)22 (13)22 (16)1/5

Δ fopt
f24, 10-D		 1e1
98761		 1e0
1.0e6		 1e-1
7.5e7		 1e-2
7.5e7		 1e-3
7.5e7		 1e-5
7.5e7		 1e-7
7.5e7		 #succ
1/15
IPOP-ACTCMA-ES ros noiseless 50 (62)33 (47)∞∞∞∞∞2e60/15
lmm-CMA-ES auger noiseless 0.70 (1)∞∞∞∞∞∞48050/15
IPOPsaACM loshchilov noiseless 72 (69)17 (31)∞∞∞∞∞1e70/15
DTS5-CMA 0.11 (0.1)★2∞∞∞∞∞∞25040/30
CMA-ES -061 1.6 (3)∞∞∞∞∞∞7e50/5

Previous dimension | Dimension = 20 | Next dimension

Δ fopt
f1, 20-D		 1e1
43		 1e0
43		 1e-1
43		 1e-2
43		 1e-3
43		 1e-5
43		 1e-7
43		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 7.9 (1)14 (1)20 (1)27 (1)33 (2)45 (2)58 (2)15/15
lmm-CMA-ES auger noiseless 5.6 (0.2)6.3 (0.2)6.8 (0.1)7.3 (0.1)★7.8 (0.2)★8.9 (0.3)★10 (0.3)★15/15
IPOPsaACM loshchilov noiseless 3.9 (0.1)5.0 (0.4)6.5 (0.3)7.8 (0.6)9.5 (0.7)13 (1)16 (0.5)15/15
DTS5-CMA 3.3 (0.3)★25.2 (0.5)7.0 (0.6)9.0 (0.5)11 (0.6)15 (0.6)19 (0.6)30/30
CMA-ES -061 7.3 (2)13 (1.0)20 (0.4)26 (1)32 (1)45 (2)59 (4)5/5

Δ fopt
f2, 20-D		 1e1
385		 1e0
386		 1e-1
387		 1e-2
388		 1e-3
390		 1e-5
391		 1e-7
393		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 22 (4)27 (2)29 (3)30 (1)31 (3)33 (0.8)34 (1)15/15
lmm-CMA-ES auger noiseless 8.4 (2)11 (2)12 (2)12 (1)13 (0.8)14 (1)15 (2)15/15
IPOPsaACM loshchilov noiseless 7.3 (1.0)8.3 (1)8.9 (0.9)9.2 (2)9.5 (1)10 (1)10 (1.0)15/15
DTS5-CMA 7.0 (0.7)8.4 (0.7)9.2 (0.8)10 (0.8)10 (0.6)10 (0.5)11 (0.5)30/30
CMA-ES -061 24 (1.0)28 (2)29 (2)30 (0.9)31 (0.7)33 (0.9)34 (0.8)5/5

Δ fopt
f3, 20-D		 1e1
5066		 1e0
7626		 1e-1
7635		 1e-2
7637		 1e-3
7643		 1e-5
7646		 1e-7
7651		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 10 (5)∞∞∞∞∞∞3e60/15
lmm-CMA-ES auger noiseless ∞∞∞∞∞∞∞88040/15
IPOPsaACM loshchilov noiseless 11 (8)∞∞∞∞∞∞2e70/5
DTS5-CMA ∞∞∞∞∞∞∞50060/30
CMA-ES -061 9.1 (7)∞∞∞∞∞∞7e50/5

Δ fopt
f4, 20-D		 1e1
4722		 1e0
7628		 1e-1
7666		 1e-2
7686		 1e-3
7700		 1e-5
7758		 1e-7
1.4e5		 #succ
9/15
IPOP-ACTCMA-ES ros noiseless ∞∞∞∞∞∞∞3e60/15
lmm-CMA-ES auger noiseless ∞∞∞∞∞∞∞88130/15
IPOPsaACM loshchilov noiseless 1.9e4 (2e4)∞∞∞∞∞∞2e70/5
DTS5-CMA ∞∞∞∞∞∞∞50030/30
CMA-ES -061 ∞∞∞∞∞∞∞7e50/5

Δ fopt
f5, 20-D		 1e1
41		 1e0
41		 1e-1
41		 1e-2
41		 1e-3
41		 1e-5
41		 1e-7
41		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 5.0 (0.9)6.1 (1)6.1 (1)6.2 (1)6.2 (1)6.2 (1)6.2 (0.8)15/15
lmm-CMA-ES auger noiseless 5.0 (1)5.9 (0.8)6.1 (0.5)6.1 (0.9)6.1 (1)6.1 (1)6.1 (1)15/15
IPOPsaACM loshchilov noiseless 4.5 (0.6)5.0 (1)5.2 (0.4)5.2 (1)5.2 (1)5.2 (1)5.2 (1)15/15
DTS5-CMA 8.0 (3)14 (6)18 (5)21 (5)21 (11)21 (5)21 (5)30/30
CMA-ES -061 5.3 (0.9)6.0 (0.1)6.1 (1)6.1 (1)6.1 (0.8)6.1 (0.2)6.1 (1)5/5

Δ fopt
f6, 20-D		 1e1
1296		 1e0
2343		 1e-1
3413		 1e-2
4255		 1e-3
5220		 1e-5
6728		 1e-7
8409		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.6 (0.3)1.3 (0.2)1.1 (0.1)1.1 (0.2)1.1 (0.2)1.1 (0.1)1.1 (0.1)15/15
lmm-CMA-ES auger noiseless 18 (32)56 (67)∞∞∞∞∞88040/15
IPOPsaACM loshchilov noiseless 1.5 (0.3)1.2 (0.2)1.1 (0.2)1.1 (0.2)1.1 (0.1)1.2 (0.2)1.3 (0.3)15/15
DTS5-CMA ∞∞∞∞∞∞∞50020/30
CMA-ES -061 1.6 (0.1)1.4 (0.2)1.2 (0.3)1.2 (0.2)1.2 (0.2)1.2 (0.1)1.1 (0.1)5/5

Δ fopt
f7, 20-D		 1e1
1351		 1e0
4274		 1e-1
9503		 1e-2
16523		 1e-3
16524		 1e-5
16524		 1e-7
16969		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.6 (2)2.7 (0.9)1.6 (0.5)0.99 (0.3)0.99 (0.3)0.99 (0.3)1.0 (0.3)15/15
lmm-CMA-ES auger noiseless 0.48 (0.1)∞∞∞∞∞∞88190/15
IPOPsaACM loshchilov noiseless 1.0 (1)1.6 (0.5)0.92 (0.6)0.66 (0.3)0.66 (0.4)0.66 (0.1)0.65 (0.3)15/15
DTS5-CMA 2.3 (1)17 (24)7.8 (12)∞∞∞∞50030/30
CMA-ES -061 1.3 (2)2.9 (1)1.5 (0.6)0.96 (0.4)0.96 (0.1)0.96 (0.2)0.94 (0.1)5/5

Δ fopt
f8, 20-D		 1e1
2039		 1e0
3871		 1e-1
4040		 1e-2
4148		 1e-3
4219		 1e-5
4371		 1e-7
4484		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.5 (0.6)3.5 (2)3.7 (0.5)3.8 (1)3.9 (1)3.9 (1)4.0 (1)15/15
lmm-CMA-ES auger noiseless 1.7 (0.8)2.1 (0.8)2.2 (1)2.2 (1)2.2 (1)2.2 (0.1)2.2 (2)12/15
IPOPsaACM loshchilov noiseless 1.4 (0.2)1.3 (0.1)1.4 (0.1)1.4 (0.1)1.4 (0.1)1.4 (0.1)1.4 (0.1)15/15
DTS5-CMA 1.2 (0.3)1.2 (0.4)★22.1 (3)2.8 (2)4.2 (4)5.5 (6)5.4 (4)4/30
CMA-ES -061 3.5 (0.8)3.4 (0.3)3.6 (0.6)3.7 (0.5)3.8 (0.3)3.8 (0.2)3.9 (0.5)5/5

Δ fopt
f9, 20-D		 1e1
1716		 1e0
3102		 1e-1
3277		 1e-2
3379		 1e-3
3455		 1e-5
3594		 1e-7
3727		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 4.1 (0.4)4.6 (0.5)4.9 (4)5.0 (3)5.0 (0.3)5.0 (2)5.0 (0.3)15/15
lmm-CMA-ES auger noiseless 2.1 (0.1)2.1 (0.2)2.2 (0.3)2.2 (0.2)2.4 (2)2.4 (0.2)2.7 (1)12/15
IPOPsaACM loshchilov noiseless 1.6 (0.4)1.8 (1)1.9 (0.8)1.9 (1)1.9 (1)1.9 (0.6)1.9 (0.1)15/15
DTS5-CMA 1.4 (0.3)1.5 (0.2)★2.0 (0.7)3.1 (3)7.1 (6)6.9 (8)20 (17)0/30
CMA-ES -061 4.2 (0.8)5.4 (2)5.6 (3)5.7 (2)5.7 (0.3)5.7 (3)5.7 (3)5/5

Δ fopt
f10, 20-D		 1e1
7413		 1e0
8661		 1e-1
10735		 1e-2
13641		 1e-3
14920		 1e-5
17073		 1e-7
17476		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.2 (0.1)1.2 (0.1)1.0 (0.1)0.85 (0.0)0.80 (0.0)0.73 (0.0)0.75 (0.0)15/15
lmm-CMA-ES auger noiseless 0.46 (0.1)0.47 (0.1)0.41 (0.1)0.34 (0.0)0.33 (0.0)0.31 (0.0)0.32 (0.0)15/15
IPOPsaACM loshchilov noiseless 0.35 (0.1)0.36 (0.0)0.31 (0.0)0.26 (0.0)0.24 (0.0)0.22 (0.0)0.23 (0.0)15/15
DTS5-CMA 0.36 (0.1)0.37 (0.1)0.33 (0.0)0.28 (0.0)0.26 (0.0)0.24 (0.0)0.24 (0.0)30/30
CMA-ES -061 1.1 (0.1)1.1 (0.1)1.0 (0.1)0.87 (0.0)0.83 (0.0)0.76 (0.0)0.77 (0.0)5/5

Δ fopt
f11, 20-D		 1e1
1002		 1e0
2228		 1e-1
6278		 1e-2
8586		 1e-3
9762		 1e-5
12285		 1e-7
14831		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 4.5 (0.2)2.3 (0.1)0.87 (0.0)0.68 (0.0)0.64 (0.0)0.56 (0.0)0.50 (0.0)15/15
lmm-CMA-ES auger noiseless 2.1 (0.2)1.1 (0.1)0.43 (0.0)0.33 (0.0)0.31 (0.1)0.28 (0.0)0.25 (0.0)15/15
IPOPsaACM loshchilov noiseless 2.5 (0.4)1.2 (0.2)0.45 (0.1)0.34 (0.1)0.31 (0.0)0.26 (0.1)0.23 (0.1)15/15
DTS5-CMA 1.6 (0.3)★20.88 (0.1)★20.34 (0.0)★20.27 (0.0)★20.25 (0.0)★20.22 (0.0)★20.20 (0.0)★30/30
CMA-ES -061 4.5 (0.2)2.3 (0.1)0.87 (0.0)0.68 (0.0)0.63 (5e-3)0.55 (3e-3)0.50 (1e-2)5/5

Δ fopt
f12, 20-D		 1e1
1042		 1e0
1938		 1e-1
2740		 1e-2
3156		 1e-3
4140		 1e-5
12407		 1e-7
13827		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.6 (0.1)3.0 (3)3.2 (2)3.4 (2)3.1 (2)1.3 (0.4)1.4 (0.3)15/15
lmm-CMA-ES auger noiseless 1.1 (0.1)1.1 (0.5)1.3 (0.9)1.4 (0.8)1.7 (1)0.92 (0.7)2.2 (2)4/15
IPOPsaACM loshchilov noiseless 0.67 (0.1)★0.88 (0.8)1.1 (0.9)1.2 (0.8)1.2 (0.3)0.56 (0.1)0.60 (0.2)15/15
DTS5-CMA 1.2 (0.1)1.2 (1)1.7 (1)1.7 (2)1.9 (2)1.9 (3)5.4 (4)2/30
CMA-ES -061 2.0 (0.1)2.4 (0.1)3.2 (2)3.6 (1)3.2 (0.2)1.4 (0.5)1.5 (0.4)5/5

Δ fopt
f13, 20-D		 1e1
652		 1e0
2021		 1e-1
2751		 1e-2
3507		 1e-3
18749		 1e-5
24455		 1e-7
30201		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.6 (3)3.4 (2)3.7 (1)3.4 (2)0.80 (0.2)1.3 (0.6)1.3 (1.0)15/15
lmm-CMA-ES auger noiseless 2.0 (0.2)1.0 (0.1)0.99 (0.1)0.94 (0.1)0.22 (0.0)★0.21 (0.0)0.21 (0.0)15/15
IPOPsaACM loshchilov noiseless 1.7 (1)1.7 (1)1.5 (0.8)1.5 (1)0.34 (0.2)0.37 (0.1)0.41 (0.1)15/15
DTS5-CMA 1.1 (1)2.6 (5)5.9 (4)6.8 (13)3.9 (5)3.0 (3)∞50030/30
CMA-ES -061 2.6 (1)2.9 (2)3.1 (2)3.1 (2)1.1 (0.6)0.98 (0.6)0.89 (0.5)5/5

Δ fopt
f14, 20-D		 1e1
75		 1e0
239		 1e-1
304		 1e-2
451		 1e-3
932		 1e-5
1648		 1e-7
15661		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 3.6 (0.8)2.7 (0.2)3.5 (0.1)4.0 (0.3)3.2 (0.2)3.9 (0.2)0.67 (0.0)15/15
lmm-CMA-ES auger noiseless 3.0 (1)2.2 (0.3)2.8 (0.3)3.0 (0.3)2.1 (0.1)2.2 (0.1)0.35 (0.0)15/15
IPOPsaACM loshchilov noiseless 3.0 (0.6)1.8 (0.2)1.9 (0.3)2.0 (0.2)1.4 (0.1)1.4 (0.1)★0.23 (0.0)★15/15
DTS5-CMA 2.5 (0.5)1.6 (0.3)1.7 (0.3)1.8 (0.3)1.5 (0.1)1.8 (0.2)4.7 (2)0/30
CMA-ES -061 2.8 (1)2.3 (0.3)3.2 (0.4)3.9 (0.5)3.1 (0.3)3.9 (0.4)0.67 (0.0)5/5

Δ fopt
f15, 20-D		 1e1
30378		 1e0
1.5e5		 1e-1
3.1e5		 1e-2
3.2e5		 1e-3
3.2e5		 1e-5
4.5e5		 1e-7
4.6e5		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 0.82 (0.3)1.1 (0.3)0.71 (0.2)0.72 (0.2)0.72 (0.2)0.53 (0.2)0.54 (0.2)15/15
lmm-CMA-ES auger noiseless 4.3 (4)∞∞∞∞∞∞88070/15
IPOPsaACM loshchilov noiseless 0.60 (0.4)0.92 (0.8)0.53 (0.3)0.53 (0.4)0.52 (0.4)0.37 (0.2)0.37 (0.1)15/15
DTS5-CMA ∞∞∞∞∞∞∞50050/30
CMA-ES -061 0.77 (0.3)1.1 (0.3)0.87 (0.4)0.88 (0.4)0.88 (0.4)0.65 (0.3)0.66 (0.3)5/5

Δ fopt
f16, 20-D		 1e1
1384		 1e0
27265		 1e-1
77015		 1e-2
1.4e5		 1e-3
1.9e5		 1e-5
2.0e5		 1e-7
2.2e5		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.8 (0.4)1.1 (1)0.88 (1)0.76 (0.2)0.80 (0.5)0.82 (0.4)0.76 (0.3)15/15
lmm-CMA-ES auger noiseless 1.2 (0.4)0.75 (0.5)∞∞∞∞∞88090/15
IPOPsaACM loshchilov noiseless 1.8 (2)0.55 (0.3)0.77 (0.9)0.63 (0.4)0.52 (0.4)0.55 (0.4)0.50 (0.3)15/15
DTS5-CMA 0.54 (0.0)2.7 (3)∞∞∞∞∞50020/30
CMA-ES -061 1.3 (0.2)0.70 (0.5)1.1 (0.7)1.3 (0.7)1.3 (1)1.3 (0.9)1.2 (0.8)5/5

Δ fopt
f17, 20-D		 1e1
63		 1e0
1030		 1e-1
4005		 1e-2
12242		 1e-3
30677		 1e-5
56288		 1e-7
80472		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.3 (2)0.89 (0.1)0.50 (0.0)1.3 (0.7)0.82 (0.2)0.83 (0.4)0.87 (0.3)15/15
lmm-CMA-ES auger noiseless 1 (1)1.4 (0.1)0.80 (0.2)1.7 (3)4.1 (8)∞∞88050/15
IPOPsaACM loshchilov noiseless 2.5 (1)0.91 (0.2)0.98 (0.7)1.7 (1)1.2 (0.4)1.2 (0.4)1.1 (0.9)15/15
DTS5-CMA 1.7 (0.5)3.3 (5)∞∞∞∞∞50020/30
CMA-ES -061 0.91 (0.5)0.78 (0.2)0.55 (0.3)0.96 (0.7)0.60 (0.1)0.96 (0.3)0.74 (0.3)5/5

Δ fopt
f18, 20-D		 1e1
621		 1e0
3972		 1e-1
19561		 1e-2
28555		 1e-3
67569		 1e-5
1.3e5		 1e-7
1.5e5		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.2 (0.3)1.5 (2)0.75 (0.4)1.1 (0.9)0.91 (0.4)0.78 (0.4)0.83 (0.3)15/15
lmm-CMA-ES auger noiseless 0.76 (0.2)1.5 (2)6.4 (8)∞∞∞∞88040/15
IPOPsaACM loshchilov noiseless 0.96 (0.4)1.4 (2)0.91 (0.5)1.3 (0.6)0.78 (0.5)0.88 (0.6)1.3 (0.5)15/15
DTS5-CMA 3.8 (6)4.4 (5)3.8 (6)∞∞∞∞50020/30
CMA-ES -061 1.3 (0.2)5.1 (4)1.5 (1)1.9 (0.6)1.0 (0.4)0.98 (0.5)0.93 (0.4)5/5

Δ fopt
f19, 20-D		 1e1
1		 1e0
1		 1e-1
3.4e5		 1e-2
4.7e6		 1e-3
6.2e6		 1e-5
6.7e6		 1e-7
6.7e6		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 166 (56)2.9e4 (2e4)0.63 (0.6)0.46 (0.3)0.43 (0.2)0.44 (0.2)0.44 (0.2)15/15
lmm-CMA-ES auger noiseless 1 (0)1 (0)∞∞∞∞∞88050/15
IPOPsaACM loshchilov noiseless 154 (46)3.0e4 (4e4)0.61 (0.7)0.40 (0.1)0.33 (0.3)0.32 (0.2)0.32 (0.1)14/15
DTS5-CMA 100 (23)1661 (296)∞∞∞∞∞50030/30
CMA-ES -061 1 (0)1 (0)1.5 (0.5)∞∞∞∞2e60/5

Δ fopt
f20, 20-D		 1e1
82		 1e0
46150		 1e-1
3.1e6		 1e-2
5.5e6		 1e-3
5.5e6		 1e-5
5.6e6		 1e-7
5.6e6		 #succ
14/15
IPOP-ACTCMA-ES ros noiseless 4.7 (1)3.2 (1.0)0.83 (0.4)0.58 (0.2)0.58 (0.1)0.59 (0.1)0.60 (0.2)15/15
lmm-CMA-ES auger noiseless 3.6 (0.6)∞∞∞∞∞∞88200/15
IPOPsaACM loshchilov noiseless 2.8 (0.6)1.7 (0.9)0.49 (0.4)0.46 (0.2)0.45 (0.2)0.45 (0.2)0.45 (0.2)15/15
DTS5-CMA 2.4 (0.5)∞∞∞∞∞∞50030/30
CMA-ES -061 3.3 (0.6)4.1 (4)∞∞∞∞∞9e50/5

Δ fopt
f21, 20-D		 1e1
561		 1e0
6541		 1e-1
14103		 1e-2
14318		 1e-3
14643		 1e-5
15567		 1e-7
17589		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.9 (0.3)81 (159)66 (99)65 (92)64 (173)60 (83)54 (108)9/15
lmm-CMA-ES auger noiseless 1.7 (3)1.8 (2)1.4 (2)1.4 (2)1.4 (4)1.3 (1)1.2 (2)5/15
IPOPsaACM loshchilov noiseless 2.6 (4)53 (80)157 (416)155 (287)151 (400)142 (474)126 (39)15/15
DTS5-CMA 6.4 (14)5.0 (8)5.0 (5)4.9 (4)4.8 (7)4.6 (5)4.0 (4)2/30
CMA-ES -061 0.66 (0.3)39 (27)21 (62)21 (15)20 (33)19 (14)17 (10)3/5

Δ fopt
f22, 20-D		 1e1
467		 1e0
5580		 1e-1
23491		 1e-2
24163		 1e-3
24948		 1e-5
26847		 1e-7
1.3e5		 #succ
12/15
IPOP-ACTCMA-ES ros noiseless 462 (29)264 (172)∞∞∞∞∞1e60/15
lmm-CMA-ES auger noiseless 6.7 (20)4.7 (8)∞∞∞∞∞88110/15
IPOPsaACM loshchilov noiseless 175 (637)978 (1912)∞∞∞∞∞2e70/15
DTS5-CMA 14 (13)13 (21)∞∞∞∞∞50080/30
CMA-ES -061 5.2 (6)46 (80)∞∞∞∞∞4e50/5

Δ fopt
f23, 20-D		 1e1
3.0		 1e0
1614		 1e-1
67457		 1e-2
3.7e5		 1e-3
4.9e5		 1e-5
8.1e5		 1e-7
8.4e5		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 4.4 (4)2.3e4 (2e4)∞∞∞∞∞3e60/15
lmm-CMA-ES auger noiseless 1.8 (1)∞∞∞∞∞∞88230/15
IPOPsaACM loshchilov noiseless 4.6 (5)2.9e4 (2e4)906 (1040)∞∞∞∞2e70/15
DTS5-CMA 2.5 (3)0.62 (0.1)★21.1 (2)★2∞∞∞∞50020/30
CMA-ES -061 1.4 (2)445 (543)24 (25)5.1 (5)18 (14)11 (14)11 (13)1/5

Δ fopt
f24, 20-D		 1e1
1.3e6		 1e0
7.5e6		 1e-1
5.2e7		 1e-2
5.2e7		 1e-3
5.2e7		 1e-5
5.2e7		 1e-7
5.2e7		 #succ
3/15
IPOP-ACTCMA-ES ros noiseless 25 (32)4.5 (2)∞∞∞∞∞5e60/15
lmm-CMA-ES auger noiseless ∞∞∞∞∞∞∞88170/15
IPOPsaACM loshchilov noiseless 28 (23)38 (45)∞∞∞∞∞2e70/15
DTS5-CMA 0.06 (0.1)★2∞∞∞∞∞∞50030/30
CMA-ES -061 1.5 (1)∞∞∞∞∞∞1e60/5

Previous dimension | Dimension = 40 | First dimension

Δ fopt
f1, 40-D		 1e1
83		 1e0
83		 1e-1
83		 1e-2
83		 1e-3
83		 1e-5
83		 1e-7
83		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 10 (2)16 (1)21 (0.8)28 (1)34 (2)46 (1)58 (2)15/15

Δ fopt
f2, 40-D		 1e1
796		 1e0
797		 1e-1
799		 1e-2
799		 1e-3
800		 1e-5
802		 1e-7
804		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 37 (2)43 (4)48 (2)51 (4)54 (3)57 (2)58 (2)15/15

Δ fopt
f3, 40-D		 1e1
15526		 1e0
15602		 1e-1
15612		 1e-2
15641		 1e-3
15646		 1e-5
15651		 1e-7
15656		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless ∞∞∞∞∞∞∞6e60/15

Δ fopt
f4, 40-D		 1e1
15536		 1e0
15601		 1e-1
15659		 1e-2
15678		 1e-3
15703		 1e-5
15733		 1e-7
2.8e5		 #succ
6/15
IPOP-ACTCMA-ES ros noiseless ∞∞∞∞∞∞∞6e60/15

Δ fopt
f5, 40-D		 1e1
98		 1e0
116		 1e-1
120		 1e-2
121		 1e-3
121		 1e-5
121		 1e-7
121		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 4.8 (0.6)4.6 (0.6)4.5 (0.5)4.5 (0.6)4.5 (0.5)4.5 (0.4)4.5 (0.4)15/15

Δ fopt
f6, 40-D		 1e1
3507		 1e0
5523		 1e-1
7168		 1e-2
9470		 1e-3
11538		 1e-5
15007		 1e-7
19222		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.5 (0.1)1.4 (0.2)1.4 (0.2)1.3 (0.1)1.3 (0.2)1.3 (0.1)1.3 (0.1)15/15

Δ fopt
f7, 40-D		 1e1
10698		 1e0
17839		 1e-1
41037		 1e-2
66294		 1e-3
66294		 1e-5
66294		 1e-7
68145		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.2 (0.3)2.5 (0.1)1.5 (0.6)0.99 (0.3)0.99 (0.3)0.99 (0.3)0.97 (0.3)15/15

Δ fopt
f8, 40-D		 1e1
7080		 1e0
10655		 1e-1
11012		 1e-2
11265		 1e-3
11430		 1e-5
11701		 1e-7
11969		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 5.2 (0.3)4.5 (0.6)4.6 (0.7)4.7 (0.7)4.7 (0.5)4.7 (0.6)4.7 (0.2)15/15

Δ fopt
f9, 40-D		 1e1
6122		 1e0
12982		 1e-1
13300		 1e-2
13496		 1e-3
13651		 1e-5
13909		 1e-7
14142		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 6.3 (0.8)5.8 (2)5.9 (7)6.0 (3)6.0 (3)6.0 (5)6.0 (5)15/15

Δ fopt
f10, 40-D		 1e1
25536		 1e0
29762		 1e-1
35676		 1e-2
51579		 1e-3
56007		 1e-5
65128		 1e-7
70824		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.1 (0.1)1.1 (0.1)1.1 (0.1)0.80 (0.0)0.77 (0.0)0.70 (0.0)0.67 (0.0)15/15

Δ fopt
f11, 40-D		 1e1
2368		 1e0
4855		 1e-1
11681		 1e-2
25315		 1e-3
29749		 1e-5
38949		 1e-7
48211		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 5.0 (0.2)2.7 (0.1)1.2 (0.0)0.58 (0.0)0.51 (0.0)0.43 (0.0)0.37 (0.0)15/15

Δ fopt
f12, 40-D		 1e1
4169		 1e0
7452		 1e-1
9174		 1e-2
10751		 1e-3
13146		 1e-5
22758		 1e-7
25192		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.1 (0.0)1.3 (0.9)1.7 (0.6)1.9 (0.4)1.8 (0.4)1.3 (0.3)1.3 (0.2)15/15

Δ fopt
f13, 40-D		 1e1
2029		 1e0
6916		 1e-1
8734		 1e-2
11861		 1e-3
71936		 1e-5
98467		 1e-7
1.2e5		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.6 (0.3)2.1 (3)4.7 (4)5.9 (5)1.3 (1)1.6 (1.0)1.9 (0.8)15/15

Δ fopt
f14, 40-D		 1e1
304		 1e0
616		 1e-1
777		 1e-2
1105		 1e-3
2207		 1e-5
4825		 1e-7
57711		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 2.5 (0.3)2.4 (0.1)3.0 (0.3)3.7 (0.3)3.4 (0.2)3.9 (0.3)0.57 (0.0)15/15

Δ fopt
f15, 40-D		 1e1
1.9e5		 1e0
7.9e5		 1e-1
1.0e6		 1e-2
1.1e6		 1e-3
1.1e6		 1e-5
1.1e6		 1e-7
1.1e6		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 0.76 (0.3)0.55 (0.1)0.64 (0.3)0.64 (0.4)0.65 (0.2)0.66 (0.4)0.67 (0.3)15/15

Δ fopt
f16, 40-D		 1e1
5244		 1e0
72122		 1e-1
3.2e5		 1e-2
7.1e5		 1e-3
1.4e6		 1e-5
2.0e6		 1e-7
2.0e6		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 0.89 (0.2)0.91 (0.4)0.91 (0.7)0.74 (0.6)0.46 (0.5)0.96 (2)1.0 (1)15/15

Δ fopt
f17, 40-D		 1e1
399		 1e0
4220		 1e-1
14158		 1e-2
34948		 1e-3
51958		 1e-5
1.3e5		 1e-7
2.7e5		 #succ
14/15
IPOP-ACTCMA-ES ros noiseless 1.0 (0.5)0.51 (0.1)1.1 (1)1.1 (0.6)1.2 (0.9)1.00 (0.2)0.79 (0.2)15/15

Δ fopt
f18, 40-D		 1e1
1442		 1e0
16998		 1e-1
47068		 1e-2
1.3e5		 1e-3
1.9e5		 1e-5
6.7e5		 1e-7
9.5e5		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 1.0 (0.4)0.62 (0.9)0.98 (0.2)0.69 (0.3)0.70 (0.2)0.49 (0.2)0.51 (0.3)15/15

Δ fopt
f19, 40-D		 1e1
1		 1e0
1		 1e-1
1.4e6		 1e-2
1.7e7		 1e-3
2.6e7		 1e-5
4.5e7		 1e-7
4.5e7		 #succ
8/15
IPOP-ACTCMA-ES ros noiseless 458 (90)5.0e4 (2e4)0.57 (0.5)0.38 (0.1)0.33 (0.1)0.20 (0.1)0.21 (0.1)15/15

Δ fopt
f20, 40-D		 1e1
222		 1e0
1.3e5		 1e-1
1.6e8		 1e-2
∞		 1e-3
∞		 1e-5
∞		 1e-7
∞		 #succ
0/15
IPOP-ACTCMA-ES ros noiseless 3.7 (0.6)8.4 (4)0.19 (0.2)    0/15

Δ fopt
f21, 40-D		 1e1
1044		 1e0
21144		 1e-1
1.0e5		 1e-2
1.0e5		 1e-3
1.0e5		 1e-5
1.0e5		 1e-7
1.0e5		 #succ
26/30
IPOP-ACTCMA-ES ros noiseless 9.2 (14)161 (72)118 (228)118 (176)118 (96)117 (233)116 (159)3/15

Δ fopt
f22, 40-D		 1e1
3090		 1e0
35442		 1e-1
6.5e5		 1e-2
6.5e5		 1e-3
6.5e5		 1e-5
6.5e5		 1e-7
6.5e5		 #succ
8/30
IPOP-ACTCMA-ES ros noiseless 295 (1105)174 (186)∞∞∞∞∞3e60/15

Δ fopt
f23, 40-D		 1e1
7.0		 1e0
11925		 1e-1
75453		 1e-2
6.6e5		 1e-3
1.3e6		 1e-5
3.2e6		 1e-7
3.4e6		 #succ
15/15
IPOP-ACTCMA-ES ros noiseless 8.4 (8)∞∞∞∞∞∞4e60/15

Δ fopt
f24, 40-D		 1e1
5.8e6		 1e0
9.8e7		 1e-1
3.0e8		 1e-2
3.0e8		 1e-3
3.0e8		 1e-5
3.0e8		 1e-7
3.0e8		 #succ
1/15
IPOP-ACTCMA-ES ros noiseless ∞∞∞∞∞∞∞9e60/15

Average runtime (aRT in number of function evaluations) divided by the respective best aRT measured during BBOB-2009 in different dimensions. This aRT ratio and, in braces as dispersion measure, the half difference between 10 and 90%-tile of bootstrapped run lengths appear for each algorithm and target, the corresponding reference aRT  in the first row. The different target ∆f-values are shown in the top row. #succ is the number of trials that reached the (final) target fopt+ 10−8. The median number of conducted function evaluations is additionally given in italics, if the target in the last column was never reached. Entries, succeeded by a star, are statistically significantly better (according to the rank-sum test) when compared to all other algorithms of the table, with p = 0.05 or p = 10−k when the number k following the star is larger than 1, with Bonferroni correction by the number of functions (24). A ↓ indicates the same tested against the best algorithm from BBOB 2009. Best results are printed in bold.
Data produced with COCO v2.2.1.244