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importantSYS.SOURCE: DAIR.AI Academy• 2026-09-09T17:13:52Z

Self-Evolving Procedural Graphs for Large Language Model Agents

#ai#llm#procedural graphs#self-evolution#machine learning

The paper introduces Procedural Graphs, a structured representation of procedural knowledge using (procedure, relation, procedure) triplets to guide LLM agents. It enables self-evolution by refining graphs through contrastive analysis of successful and failed trajectories, improving performance without manual intervention.

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