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cs.AI2026
CADOC: Cache-Aware Dynamic Object Context for Long-Horizon Agents
Junjie Yao, Zhangchen Zhou, Zhi-Qin John Xu
For a long-horizon agent, context is the bottleneck: the history is resent with every request, the window caps task length, and reasoning degrades as the history grows. Replacing s…
cs.AI2024★ 2 cited
Understanding the Language Model to Solve the Symbolic Multi-Step Reasoning Problem from the Perspective of Buffer Mechanism
Zhiwei Wang, Yunji Wang, Zhongwang Zhang +7
Large language models have consistently struggled with complex reasoning tasks, such as mathematical problem-solving. Investigating the internal reasoning mechanisms of these model…