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cs.AI2026
Reactivating Alignment: Defending LLMs from Jailbreaks via Intention-Aware Input-Output Matching
Luoyu Chen, Weiqi Wang, Chenhan Zhang +2
Large language models (LLMs) remain vulnerable to jailbreak attacks that conceal harmful intent within complex adversarial prompts. Existing defenses primarily rely on input pertur…
cs.AI2025
SMS: Self-supervised Model Seeding for Verification of Machine Unlearning
Weiqi Wang, Chenhan Zhang, Zhiyi Tian +1
Many machine unlearning methods have been proposed recently to uphold users' right to be forgotten. However, offering users verification of their data removal post-unlearning is an…
cs.AI2024
Can Self Supervision Rejuvenate Similarity-Based Link Prediction?
Chenhan Zhang, Weiqi Wang, Zhiyi Tian +4
Although recent advancements in end-to-end learning-based link prediction (LP) methods have shown remarkable capabilities, the significance of traditional similarity-based LP metho…