Author

Zijun Shen

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#natural language process... Preprint Sep 2026

Beyond Memory Construction: Rethinking Memory Access for LLM-based Conversational Agents

Memory is a core component of conversational agents, enabling coherent and context-aware behavior over long interactions. Recent approaches commonly rely on LLM-based memory construction, where raw interactions are rewritten into structured memory units and later retrieved via a RAG pipeline. While effective in control...

Dong-Hua Cai, Yong-Heng Deng, Yi-Fei Wang et al. · 0 citations

Jul 2026

Bi-Compatible Task-Agnostic Feature Augmentation for Expansion-Based Class-Incremental Learning

This paper systematically identifies one of the fundamental challenges behind CIL, named feature collision, where the features learned by the current task-specific model may collide with those of the previous models, leading to forgetting of previously learned tasks and hindering the learning of new tasks.

Bowen Zheng, Zijun Shen, Da-Wei Zhou et al. · International Journal of Com... · 0 citations