Author

Shi-Jie Zhou

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#machine learning Preprint Sep 2026

Robust Dynamic Expansion for Continual Learning under Backdoor Attacks via Purification and Selective Recovery

Continual learning (CL) enables models to acquire new knowledge from sequentially arriving tasks while retaining previously learned knowledge. However, in practical scenarios, task streams collected from untrusted sources may contain backdoor-poisoned samples, posing a critical challenge to the stability, plasticity, a...

Ke-Yu Lin, Fei Ye, Qi-He Liu et al. · 0 citations

2025

Dynamic Siamese Expansion Framework for Improving Robustness in Online Continual Learning

An innovative approach to robustness in continual learning systems is introduced, the Dynamic Siamese Expansion Framework (DSEF) that employs a Siamese backbone architecture, comprising static and dynamic components, to facilitate the learning of both global and local representations over time.

Fei Ye, Yulong Zhao, Qihe Liu et al. · Neural Information Processin... · 3 citations

Preprint Aug 2026

TempJail: Temporal Jailbreak Attack against Large Vision-Language Models via Subtitle Scheduling

Large vision-language models (LVLMs) have achieved remarkable progress in video understanding and reasoning. Despite extensive studies on text- and image-based jailbreaks, video jailbreaks against LVLMs remain largely unexplored. Existing video jailbreak methods mainly manipulate textual content embedded in videos, whi...

Ling Zhou, Yi-Hao Huang, Jing-Lin Sun et al. · 0 citations