RL-Guided Temporal Localization for Dual-Channel Retrieval in Long-Horizon Agent Memory.

arXiv:2610.23598v1 Announce Type: new Abstract: Time-aware retrieval is crucial for long-horizon LLM agents to effectively leverage ever-growing long-term memory. Existing methods focus on lexical or semantic similarity, leading to target memories being crowde