Author

Kwok-Yan Lam

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#machine learning Preprint Oct 2026

SIEVE: Selective attention-value Suppression for Vision-Language Models Unlearning

The ability of vision-language models (VLMs) to associate visual identities with biographical information creates a need for selective unlearning of personally identifiable information (PII) while preserving permitted knowledge about the same individual. This setting is challenging because both sensitive and retained i...

Si-Qi Goh, Cap Dang Xuan Kiet, Tat-Jen Cham et al. · 0 citations

#artificial intelligence Preprint Sep 2026

SKILLLITE: Evidence-Guided Malicious Skill Auditing with Compact LLMs

Experiments show that SKILLLITE improves malicious Skill detection across different compact LLM backbones and outperforms existing representative auditing baselines, and generalizes to behaviorally confirmed in-the-wild malicious Skills.

Hao-Ran Ou, Ge-Lei Deng, Xuan-Ye Zhang et al. · 0 citations