Author

Chang Nie

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Preprint Jul 2026

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory

Light-Omni is introduced, a multimodal agent framework for reflexive and lightweight video understanding that achieves semantically aligned retrieval and reflexive responses while avoiding iterative reasoning and serves as a memory system to enhance both the performance and efficiency of existing MLLMs.

Chang Nie, Jiaju Wei, Jun-Lan Feng et al. · 0 citations