# Heavy-Tailed Memory Traces in Long-Horizon Language Agents

> 全文为英语

**Published:** 2026年10月2日
**Author:** Xinyuan Song, Zekun Cai
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/zh/articles/heavy-tailed-memory-traces-in-long-horizon-language-agents

Long-horizon language agents increasingly rely on external memory as a frozen world model, yet current memory systems are usually judged only by task success or token cost. We argue that the missing object is the shape of memory use: under finite context and repeated retrieval,…

> 内容来自原始来源： **arXiv — cs.AI**
> [在 arXiv — cs.AI 阅读全文](https://arxiv.org/abs/2610.00010)

**标签：** #arXiv

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