Author

Yi-Wei Wang

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Jul 2026

Audio-Zero: Label-Free Self-Evolution for Fine-Grained Audio Reasoning

This work introduces Audio-Zero, the first label-free self-evolution framework in the field of LALMs that improves fine-grained auditory perception and reasoning and reveals that increasingly fine-grained auditory descriptions emerge naturally from game pressure.

Siqian Tong, Xuan Li, Chao-Zhuo Li et al. · arXiv.org · 1 citation

Aug 2026

PopCD: Test-Time Behavior Enhancement via Polarity-Prompt Contrastive Decoding.

This work introduces Polarity-Prompt Contrastive Decoding (PopCD), a test-time behavior control method that generalizes contrastive decoding to broader enhancement settings and is applicable to both LLMs and Vision-Language Models without additional training.

Bao-Long Bi, Yuyao Ge, Shenghua Liu et al. · IEEE Transactions on Pattern... · 0 citations