Author

Jing-Min Chen

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Preprint Oct 2026

FlashBack: Knowing When to Remember in Streaming Vision-Language Models

Streaming vision-language models must process continuously growing video streams under a bounded compute budget, creating a persistent tension between real-time perception and long-term memory. Retrieving historical information provides a natural remedy, yet historical recall is not uniformly beneficial: unnecessary hi...

Yi Chen, Ming-Ming Yu, Rui-Qi Wang et al. · 0 citations

Preprint Jul 2026

ReflectWorld-MM: An Entity-Oriented Multimodal Memory System for Open-Ended Video Streams

ReflectWorld-MM is proposed, an entity-oriented multimodal memory system for open-ended video streams that achieves the best accuracy on all six long-video and lifelong-memory benchmarks, outperforming strong memory agents and a frontier model.

Xiaokang Ma, Yifan Sun, Zhihong Jin et al. · 0 citations