作者位次 #7/7ACL 2026Poster· Natural Language Processing
Cognitive Scaffold: From Fluid Context to Crystallized Memory for Long-Horizon D eep R esearch Agents
Qiuyuan Ai · Zenghuang Fu · Zhaoyang Li · Ping Jiang · Haoyu Wu · Jie Song · Guannan He
摘要
Scaling LLM-based agents to long-horizon deep research is constrained by the context-noise trade-off, where linear history accumulation degrades reasoning and dilutes fine-grained evidence. To address this, we introduce the Cognitive Scaffold, a factorized memory architecture that decouples the c...