Author

Sungeun Hong

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Preprint Aug 2026

Deferred Audio Pruning with Local Audio-Visual Dynamics for Omni-LLMs

This work proposes A-PACK, a two-stage framework that defers audio pruning until query-conditioned multimodal interactions emerge inside the LLM, and shows that audio exhibits higher task-relevant information density and representational diversity per token than video.

Kyeong-Jae Lee, Hongyeob Kim, Youngeun Kim et al. · 2 citations