2025
Boosting Adversarial Robustness with CLAT: Criticality Leveraged Adversarial Training
ICML 2025poster
Adversarial training (AT) enhances neural network robustness. Typically, AT updates all trainable parameters, but can lead to overfitting and increased errors on clean data. Research suggests that fine-tuning specific parameters may be more effective; however, methods for identifying these essential…