Influence Estimation on ToxiGen (test)
0.44Spearman CorrelationUnTrac
Evaluation results
| Method | Links | |
|---|---|---|
| UnTracTraining Dataset Size Condition=Different2024.01 | 0.44 | |
| UnTracTraining Dataset Size Condition=Equal2024.01 | 0.421 | |
| TracInTraining Dataset Size Condition=Equal2024.01 | 0.337 | |
| UnTrac-InvTraining Dataset Size Condition=Different2024.01 | 0.284 | |
| UnTrac-InvTraining Dataset Size Condition=Equal2024.01 | 0.118 | |
| GradCosTraining Dataset Size Condition=Equal2024.01 | 0.104 | |
| HIF (LISSA)Training Dataset Size Condition=Different2024.01 | 0.009 | |
| HIF (LISSA)Training Dataset Size Condition=Equal2024.01 | -0.002 | |
| GradDotTraining Dataset Size Condition=Equal2024.01 | -0.017 | |
| TracInTraining Dataset Size Condition=Different2024.01 | -0.037 | |
| GradDotTraining Dataset Size Condition=Different2024.01 | -0.116 | |
| GradCosTraining Dataset Size Condition=Different2024.01 | -0.124 | |
| HIF (Arnoldi)Training Dataset Size Condition=Equal2024.01 | -0.194 | |
| HIF (Arnoldi)Training Dataset Size Condition=Different2024.01 | -0.231 |