Author

Jun-Feng Fang

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#artificial intelligence Preprint May 2026

SciAtlas: A Computable Atlas of Science for Knowledge-Grounded AI Research

SciAtlas is presented, a shared, machine-actionable cross-disciplinary scholarly knowledge infrastructure that integrates evidential, conceptual, disciplinary, expertise, and normative layers under a shared schema and achieves a unified neuro-symbolic retrieval mechanism that grounds heterogeneous research objects, pro...

Shuofei Qiao, Yun-Xiang Wei, Bu-Sheng Zhang et al. · 1 citation

Preprint Aug 2026

MemTrapBench: Benchmarking Cognitive Traps in LLM Memory Use

This work identifies memory-induced cognitive traps: even faithfully recorded and semantically relevant memories can distort model reasoning or beliefs and degrade current task performance, and proposes AdaptiveMem, a simple yet effective inference-time method that instructs LLMs to avoid memory traps.

Mengru Wang, Haozhe Luo, Zhen-Qiang Xu et al. · 0 citations