{
  "id": 15557463,
  "title": "RL-Guided Temporal Localization for Dual-Channel Retrieval in Long-Horizon Agent Memory",
  "url": "https://urgent.news/2026/10/16/rl-guided-temporal-localization-for-dual-channel-retrieval-in-long",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-16T15:16:50.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2610.23598v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "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 crowded out by temporally mismatched yet semantically similar candidates. Even time-aware approaches inject temporal cues only during memory organization or answer generation, overlooking…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}