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cs.AI2026
Experience Memory Graph: Extracting Reusable Correction Knowledge from Agent Trajectories
Wenjun Wang, Yuchen Fang, Fengrui Liu +2
Large Language Model (LLM) agents have shown remarkable capabilities in autonomous decision-making by generating sequential trajectories of states, actions, and observations. Howev…
cs.DB2026
Using Lower-Bound Representations for Trajectory Similarity Learning
Liwei Deng, Haotian Meng, Yupu Zhang +4
Trajectory similarity learning is fundamental to efficient trajectory retrieval under complex distance measures. Existing learning-based methods typically rely on embeddings traine…