Black-Box Model Copying on Datasets 1-6 Average
0.91 - AcGB with Signed-Distance Supervision
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GB with Signed-Distance Supervisionfc model=GB, alpha=1, training points=1,000,000, supervision=Signed-Distance Supervision (Alg. 2)2026.01 | 0.9 | 59.82 | |
| GB with Signed-Distance Supervisionfc model=GB, alpha=Best alpha > 0, training points=1,000,000, supervision=Signed-Distance Supervision (Alg. 2)2026.01 | -5.16 | 14.21 | |
| MNN with Signed-Distance Supervisionfc model=MNN, alpha=1, training points=1,000,000, supervision=Signed-Distance Supervision (Alg. 2)2026.01 | -6.99 | 7.71 | |
| SNN with Signed-Distance Supervisionfc model=SNN, alpha=1, training points=1,000,000, supervision=Signed-Distance Supervision (Alg. 2)2026.01 | -7.52 | 3.76 | |
| SNN with Signed-Distance Supervisionfc model=SNN, alpha=Best alpha > 0, training points=1,000,000, supervision=Signed-Distance Supervision (Alg. 2)2026.01 | -12.44 | -4.24 | |
| MNN with Signed-Distance Supervisionfc model=MNN, alpha=Best alpha > 0, training points=1,000,000, supervision=Signed-Distance Supervision (Alg. 2)2026.01 | -15.11 | -1.57 | |
| LNN with Signed-Distance Supervisionfc model=LNN, alpha=1, training points=1,000,000, supervision=Signed-Distance Supervision (Alg. 2)2026.01 | -16.61 | 5.96 | |
| LNN with Signed-Distance Supervisionfc model=LNN, alpha=Best alpha > 0, training points=1,000,000, supervision=Signed-Distance Supervision (Alg. 2)2026.01 | -19.85 | -4.14 |