papers
Publications (3)
cs.SD2026
Encoder-Side Neuron Identification and Amplification for Acoustic Perception in Large Audio-Language Models
Yu-Han Huang, Chih-Kai Yang, Ke-Han Lu +2
The paper proposes IAAN, a training‑free method that identifies and amplifies specific neurons inside the audio encoder of large audio‑language models to improve recognition of fin…
#audio-language models#neuron-level intervention#acoustic perception#inference-time adaptation
eess.AS2026
How Auditory Knowledge in LLM Backbones Shapes Audio Language Models: A Holistic Evaluation
Ke-Han Lu, Szu-Wei Fu, Chao-Han Huck Yang +13
cs.SD2026
Nudging Hidden States: Training-Free Model Steering for Chain-of-Thought Reasoning in Large Audio-Language Models
Lok-Lam Ieong, Chia-Chien Chen, Chih-Kai Yang +3