Author

Zijun Shen

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#natural language process... Preprint Sep 2026

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

This work proposes Threader, a memory system that shifts the focus from memory construction to efficient, structure-aware access over raw interactions, and preserves them as first-class memory, organizes them into topic-coherent segments via lightweight incremental segmentation, and enables accurate retrieval through m...

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