entity-centric memory 1hierarchical memory 1long-term memory 1multimodal video 1open-ended streams 1
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cs.CV2026
ReflectWorld-MM: An Entity-Oriented Multimodal Memory System for Open-Ended Video Streams
Xiaokang Ma, Yifan Sun, Zhihong Jin +6
The paper introduces ReflectWorld-MM, an entity-oriented multimodal memory architecture that processes continuous video streams, stores observations in a hierarchical long‑term mem…
cs.CV2026
Task-Related Token Compression in Multimodal Large Language Models from an Explainability Perspective
Lei Lei, Jie Gu, Xiaokang Ma +3
Existing Multimodal Large Language Models (MLLMs) process a large number of visual tokens, leading to significant computational costs and inefficiency. Instruction-related visual t…