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most citedHarmonizing Feature Maps: A Graph Convolutional Approach for Enhancing Adversarial Robustness

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cs.CV2026

Adaptive Causal Alignment for High-Confidence Adversarial Training

Zhiming Luo, Kejia Zhang, Yingxin Lai +3

Inverse adversarial training leverages high-confidence predictions to stabilize robust learning, yet we uncover a critical paradox: high confidence often stems from overfitting to…