Author

Fei-Diao Yang

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Preprint Sep 2026

OmniRoute: Mapping Temporal Semantic Evidence to Audio-Visual Token Budgets for Efficient Omnimodal Large Language Models

Omnimodal large language models (Omni-LLMs) encode audio and visual streams into temporally interleaved token sequences for multimodal reasoning. However, processing long audio-visual token sequences incurs substantial prefill costs. Existing compression methods have made progress, but often overlook temporal changes i...

Yu-Chen Deng, Zi-Dang Cai, Fei-Diao Yang et al. · 0 citations

Open access Jul 2026

Symbolic-driven agentic reasoning for environmental and behavioral event detection

SDAR employs a symbolic reasoning engine to guide agentic decision making, connecting low-level visual cues with structured symbolic representations of events, and enables interpretable reasoning chains that capture causal relationships, contextual dependencies, and event categories.

Guangyao Chen, Liqin Luo, Jun Peng et al. · Visual Intelligence · 0 citations