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ResearchFormerly WizWand

Manipulation gain evaluation on Synthetic classification task

2.4Manipulation Gain (Gi)Uniform
-0.36640.35181.071.7882May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
UniformAttack=sybil k=32026.052.4
UniformAttack=exact dup. + sybil2026.052.39
UniformAttack=near dup. + sybil2026.052.39
Per-ex.Attack=exact dup. + sybil2026.051.77
Per-ex.Attack=near dup. + sybil2026.051.77
ShapAttack=exact dup. + sybil2026.051.74
ShapAttack=near dup. + sybil2026.051.74
Sh. sourceAttack=sybil k=32026.051.61
Sh. cos.0.99Attack=sybil k=32026.051.61
ShapAttack=sybil k=32026.051.6
beta-ShapAttack=exact dup. + sybil2026.051.48
beta-ShapAttack=near dup. + sybil2026.051.48
beta-ShapAttack=sybil k=32026.051.41
UniformAttack=honest2026.051
Per-ex.Attack=honest2026.051
LOOAttack=honest2026.051
ShapAttack=honest2026.051
BanzAttack=honest2026.051
beta-ShapAttack=honest2026.051
Per-ex.Attack=sybil k=32026.051
Sh. oracleAttack=honest2026.051
Bz. oracleAttack=honest2026.051
Sh. sourceAttack=honest2026.051
Sh. cos.0.99Attack=honest2026.051
Sh. oracleAttack=sybil k=32026.051
Bz. oracleAttack=sybil k=32026.051
UniformAttack=label noise2026.050.98
Per-ex.Attack=label noise2026.050.98
Sh. oracleAttack=exact dup. + sybil2026.050.96
Sh. sourceAttack=exact dup. + sybil2026.050.96
Sh. cos.0.99Attack=exact dup. + sybil2026.050.96
Sh. oracleAttack=near dup. + sybil2026.050.96
Sh. sourceAttack=near dup. + sybil2026.050.96
Sh. cos.0.99Attack=near dup. + sybil2026.050.96
BanzAttack=sybil k=32026.050.93
Bz. oracleAttack=exact dup. + sybil2026.050.87
Bz. oracleAttack=near dup. + sybil2026.050.87
BanzAttack=exact dup. + sybil2026.050.7
BanzAttack=near dup. + sybil2026.050.7
ShapAttack=label noise2026.050.57
Sh. oracleAttack=label noise2026.050.57
Sh. sourceAttack=label noise2026.050.57
Sh. cos.0.99Attack=label noise2026.050.57
beta-ShapAttack=label noise2026.050.45
LOOAttack=sybil k=32026.050.41
LOOAttack=near dup. + sybil2026.050.4
LOOAttack=exact dup. + sybil2026.050.35
BanzAttack=label noise2026.050.2
Bz. oracleAttack=label noise2026.050.2
LOOAttack=label noise2026.05-0.26