Author

Jian-Ming Zhang

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Preprint Oct 2026

OmniSeek: Native Tool Integration for Multi-turn Audio-Visual Reasoning

OmniSeek is presented, an agentic framework that transforms an Omni Large Language Model into an active, multi-turn reasoning agent with native tool use that learns adaptive cross-modal evidence seeking and consistently improves audio-visual reasoning performance.

Hai-Bo Wang, Ji-Teng Mu, Jia-Lu Li et al. · 0 citations

Preprint Oct 2026

CrossEdit: Cross-Modal Training Enables Rich Audio-Visual Editing

CrossEdit is presented, a unified omni-modal editing model for images, audio, and video that performs AV movie scene edits zero-shot through cross-modal transfer and proposes AV-FES, a metric that jointly scores instruction following and consistency.

William Chen, Prem Seetharaman, Ke Chen et al. · 0 citations