Causal Intervention-Based Memory Selection for Long-Horizon LLM Agents

In three linesCMI (Causal Memory Intervention) selects relevant memories for long-horizon LLM agents through controlled causal interventions rather than semantic similarity. Causal-LoCoMo benchmark introduced with useful memories, distractors, and synthetic harmful memories. CMI outperforms baselines (vector, graph, reflection, summary) in robustness against misleading memories.

Summary generated by Claude — human-verified