Author

Jian-Ming Zhang

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Preprint Oct 2026

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

We present OmniSeek, an agentic framework that transforms an Omni Large Language Model (Omni-LLM) into an active, multi-turn reasoning agent with native tool use. Rather than passively processing an entire audio-visual sequence in a single forward pass, OmniSeek makes evidence acquisition part of the reasoning process:...

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

Multimedia editing requires generative models to interpret complex, compositional instructions and modify only the desired elements across modalities, a capability largely beyond existing systems. Current approaches are typically limited to simple, single-attribute edits within one modality, since diverse, high-quality...

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