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cs.LG2026
Sample-wise Targeted Adversarial Attacks on Test-time Adaptation
Phuc Duc Nguyen, Quang Duc Nguyen
Test-time adaptation (TTA) mitigates distribution shifts by adapting models to unlabeled test inputs, but also exposes them to adversarial manipulation. Existing class-wise targete…
cs.LG2025
LEAF: A Robust Expert-Based Framework for Few-Shot Continual Event Detection
Bao-Ngoc Dao, Quang Nguyen, Luyen Ngo Dinh +2
Few-shot Continual Event Detection (FCED) poses the dual challenges of learning from limited data and mitigating catastrophic forgetting across sequential tasks. Existing approache…