Author

Jiachen Li

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Preprint Aug 2026

PMMC: Prospective Multimodal Memory Compilation for Long-Term LVLM Agents

Prospective Multimodal Memory Compilation is proposed, a framework that shifts part of the memory reasoning process from query time to memory consolidation time and improves answer quality and visual evidence recall while reducing query-time token and latency costs.

Jing-Yu Sun, Yang Lin, Yuyang Xue et al. · 1 citation

Preprint Aug 2026

TrajWiki: Source-Grounded Memory Trajectories for Long-Horizon Dialogue Agents

TrajWiki is proposed, a trajectory-based memory framework for long-horizon conversational agents that improves long-horizon dialogue performance across both open-source and closed-source LLM backbones, while providing greater interpretability and diagnostic visibility into memory evolution, retrieval failures, and answ...

Jingyu Sun, Yuyang Xue, Ming-Yang Li et al. · 0 citations