Manipulation gain evaluation on Synthetic classification task
2.4Manipulation Gain (Gi)Uniform
Evaluation Results
| Method | Links | |
|---|---|---|
| UniformAttack=sybil k=32026.05 | 2.4 | |
| UniformAttack=exact dup. + sybil2026.05 | 2.39 | |
| UniformAttack=near dup. + sybil2026.05 | 2.39 | |
| Per-ex.Attack=exact dup. + sybil2026.05 | 1.77 | |
| Per-ex.Attack=near dup. + sybil2026.05 | 1.77 | |
| ShapAttack=exact dup. + sybil2026.05 | 1.74 | |
| ShapAttack=near dup. + sybil2026.05 | 1.74 | |
| Sh. sourceAttack=sybil k=32026.05 | 1.61 | |
| Sh. cos.0.99Attack=sybil k=32026.05 | 1.61 | |
| ShapAttack=sybil k=32026.05 | 1.6 | |
| beta-ShapAttack=exact dup. + sybil2026.05 | 1.48 | |
| beta-ShapAttack=near dup. + sybil2026.05 | 1.48 | |
| beta-ShapAttack=sybil k=32026.05 | 1.41 | |
| UniformAttack=honest2026.05 | 1 | |
| Per-ex.Attack=honest2026.05 | 1 | |
| LOOAttack=honest2026.05 | 1 | |
| ShapAttack=honest2026.05 | 1 | |
| BanzAttack=honest2026.05 | 1 | |
| beta-ShapAttack=honest2026.05 | 1 | |
| Per-ex.Attack=sybil k=32026.05 | 1 | |
| Sh. oracleAttack=honest2026.05 | 1 | |
| Bz. oracleAttack=honest2026.05 | 1 | |
| Sh. sourceAttack=honest2026.05 | 1 | |
| Sh. cos.0.99Attack=honest2026.05 | 1 | |
| Sh. oracleAttack=sybil k=32026.05 | 1 | |
| Bz. oracleAttack=sybil k=32026.05 | 1 | |
| UniformAttack=label noise2026.05 | 0.98 | |
| Per-ex.Attack=label noise2026.05 | 0.98 | |
| Sh. oracleAttack=exact dup. + sybil2026.05 | 0.96 | |
| Sh. sourceAttack=exact dup. + sybil2026.05 | 0.96 | |
| Sh. cos.0.99Attack=exact dup. + sybil2026.05 | 0.96 | |
| Sh. oracleAttack=near dup. + sybil2026.05 | 0.96 | |
| Sh. sourceAttack=near dup. + sybil2026.05 | 0.96 | |
| Sh. cos.0.99Attack=near dup. + sybil2026.05 | 0.96 | |
| BanzAttack=sybil k=32026.05 | 0.93 | |
| Bz. oracleAttack=exact dup. + sybil2026.05 | 0.87 | |
| Bz. oracleAttack=near dup. + sybil2026.05 | 0.87 | |
| BanzAttack=exact dup. + sybil2026.05 | 0.7 | |
| BanzAttack=near dup. + sybil2026.05 | 0.7 | |
| ShapAttack=label noise2026.05 | 0.57 | |
| Sh. oracleAttack=label noise2026.05 | 0.57 | |
| Sh. sourceAttack=label noise2026.05 | 0.57 | |
| Sh. cos.0.99Attack=label noise2026.05 | 0.57 | |
| beta-ShapAttack=label noise2026.05 | 0.45 | |
| LOOAttack=sybil k=32026.05 | 0.41 | |
| LOOAttack=near dup. + sybil2026.05 | 0.4 | |
| LOOAttack=exact dup. + sybil2026.05 | 0.35 | |
| BanzAttack=label noise2026.05 | 0.2 | |
| Bz. oracleAttack=label noise2026.05 | 0.2 | |
| LOOAttack=label noise2026.05 | -0.26 |