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Training Efficiency Analysis on General (train)

1Relative CostERM
0.961.231.51.77Feb 26, 2025

Evaluation results

MethodLinks
ERMMechanism=-2025.021
Shock GraphMechanism=Input Transformation2025.021
NCMMechanism=Linear Projection2025.021
GroupDROMechanism=Group-wise Loss2025.021
EvA-EMechanism=Feature Deletion2025.021
IPGMechanism=Dual-Update Mechanism2025.021
EPGMechanism=Input Gradient Penalty2025.022
GALSMechanism=Attention Alignment2025.022
IRMMechanism=Gradient Norm Penalty2025.022
FishrMechanism=Gradient Variance Matching2025.022
JTTMechanism=Two-stage Training2025.022
LfFMechanism=Bias-Amplified Training2025.022