3 papers
cs.CR2025
Ghost in the Transformer: Detecting Model Reuse with Invariant Spectral Signatures
Suqing Wang, Ziyang Ma, Li Xinyi +1
Large Language Models (LLMs) are widely adopted, but their high training cost leads many developers to fine-tune existing open-source models. While most adhere to open-source licen…
cs.LG2025
Protein as a Second Language for LLMs
Xinhui Chen, Zuchao Li, Mengqi Gao +4
Deciphering the function of unseen protein sequences is a fundamental challenge with broad scientific impact, yet most existing methods depend on task-specific adapters or large-sc…
cs.CV2025
AMIA: Automatic Masking and Joint Intention Analysis Makes LVLMs Robust Jailbreak Defenders
Yuqi Zhang, Yuchun Miao, Zuchao Li +1
We introduce AMIA, a lightweight, inference-only defense for Large Vision-Language Models (LVLMs) that (1) Automatically Masks a small set of text-irrelevant image patches to disru…