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Miles Q. Li

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#artificial intelligence Preprint Oct 2026

MOMAT: Mixture of Multiple Atlases for Low-Power Jailbreak Defense of Quantized LLMs

Quantized large language models are increasingly deployed on edge devices for their low latency and energy efficiency. However, model quantization weakens alignment safeguards, leaving qLLMs (quantized large language models) highly vulnerable to jailbreak attacks. To address this challenge, we present MOMAT (Mixture of...

Bo-Yang Li, Bingyu Shen, Wei-Hao Hong et al. · 0 citations
#artificial intelligence Preprint Oct 2026

Empty Commitments: When Agents Promise What They Cannot Deliver

A chatbot that says"I will remind you tomorrow"will not run again until the user writes. We call such a promise an empty commitment: a promise of action after the current turn that nothing in the agent's tools or runtime can carry out. Unlike a broken promise, its emptiness is decided by the agent's configuration at th...

Jia-Qi Tang, Bingyu Shen, Lan Wei et al. · 0 citations

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