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arXiv 2610.11287 · cs.CL · 2026-10-08

REMORY: Learning Residual Memory for Context Compaction

Hanchen Xia, Baoyou Chen, Yutang Ge, Naihao Deng, Senqiao Yang, Zilong Dong, Weihao Yuan, Siyu Zhu

Fusion Lab: Generative Vision Lab of Fudan University and SII

In latest · #41 2026-W41 #6 Added on 2026-10-21

One-line takeaway

REMORY appends learned soft memory tokens after a summary so long-horizon agents lose less when compacting context.

REMORY 在文字摘要后补一串“软记忆 token”,帮长任务 Agent 压缩上下文时少丢信息。

167HF upvotes
303GitHub stars
0Citations (Semantic Scholar)
68.2Buzz score

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Metadata from the arXiv API (verified); upvotes from Hugging Face Daily Papers; citations from Semantic Scholar. Last refreshed 2026-10-22.

The takeaway is written by AIMap from the abstract; the abstract itself is not reproduced — read the original.

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