Author

Jiaming Liang

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Preprint Aug 2026

Fast Test-Time Refinement for Robust Learned Image Compression

This study reveals an Asymmetric Adversarial Trajectory (AAT) property in LIC systems: transitioning from adversarial to benign regions is significantly easier than the reverse process, where adversarial examples can often be roughly recovered within only 1-2 steps.

Jia-Ming Liang, Chi-Man Pun, Weisi Lin · 0 citations