Multilinear-extension summarization on MovieLens real-data
0.0005LossProposed robust
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Proposed robustNorm=l1, epsilon_att=2, epsilon_def=22026.06 | 0.0005 | 0.0041 | -0.0011 | 2.27 | |
| Proposed robustNorm=l2, epsilon_att=2, epsilon_def=22026.06 | 0.0005 | 0.0044 | 0.0009 | 1.24 | |
| PGD robust baselineNorm=l1, epsilon_att=2, epsilon_def=22026.06 | 0.0184 | 0.0012 | -0.018 | 3.03 | |
| Proposed robustNorm=linf, epsilon_att=0.1, epsilon_def=0.12026.06 | 0.0205 | 0.0105 | -0.0223 | 1.28 | |
| PGD robust baselineNorm=l2, epsilon_att=2, epsilon_def=22026.06 | 0.0234 | 0.0012 | -0.0222 | 2 | |
| PGD robust baselineNorm=linf, epsilon_att=0.1, epsilon_def=0.12026.06 | 0.0255 | 0.0007 | -0.0283 | 1.86 |