Author

Shao-Yuan Lo

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Preprint Sep 2026

AEGIS: Audio Endogenous Guarding via Internal Signals Against Large Audio-Language Model Jailbreaks

Large audio-language models (LALMs) expand language models to process and interpret audio, but also expose them to heterogeneous audio jailbreaks. We ask whether successful jailbreaks reflect failures to recognize harmful intent or failures occurring after such recognition. Layer-wise probing reveals the latter: risk-r...

Yu-Ling Liao, Tzu-Chin Chiu, Zong-You Chen et al. · 1 citation

#artificial intelligence Preprint Mar 2026

When Demonstrations Fail: Diagnosing the Limits of In-Context Learning in Large Audio-Language Models with Progressive Cue Removal

A three-stage evaluation pipeline is designed that progressively reduces textual guidance to systematically evaluate LALMs' in-context learning ability in the audio modality, uncovering a consistent asymmetry across LALMs.

Yen-Ting Piao, Jay Chiehen Liao, W. Chien et al. · 1 citation

Preprint Jul 2026

Agentic Context Learning with Self-Discovered Specification

The results suggest context learning hinges on not only content acquisition but also specification acquisition, and designs a deliberately simple intervention PSCI (private specification-contract induction) which extracts local specifications and enforces them through adversarial checking and repair.

Jike Zhong, Ming Li, Yuxiang Lai et al. · 1 citation