Author

Yin Cao

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Preprint Aug 2026

CoSTALA: Compositional Spatio-Temporal Audio-Language Alignment via Multi-Grain Hierarchical Contrastive Learning

Conventional audio language models (ALMs) have made significant progress in achieving alignment between auditory and textual representations, including recent explorations in spatial audio. However, in daily spatial scenarios, they still cannot effectively process multi-event audio sequences. Current approaches primari...

Peiwei Ren, Jin-Bo Hu, Fang Kang et al. · 1 citation

Preprint Aug 2026

Reasoning-Oriented Post-Training and Inference-Time LoRA Rescaling for Audio-Dependent Question Answering

A structured Chain-of-Thought framework is introduced that decomposes the reasoning process into question analysis, question type, audio evidence, and reasoning, and how task-specific LoRA adaptation affects the two backbones is analyzed and inference-time rescaling of trained LoRA adapters is explored.

Wei-Teng Hu, Yin Cao, Jun Yang · 0 citations