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Source record · 2026

When Continual Learning Moves to Memory: A Study of Experience Reuse in LLM Agents

Qisheng Hu, Quanyu Long and Wenya Wang

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Type
Academic research preprint
Publication
Nanyang Technological University · Singapore
Version used
arXiv v1
Source date
29 April 2026
Recorded in Atlas
23 October 2026
License
Original source rights apply; Atlas explanations and artwork are original.

Date of the consulted version, not a claim of independent replication. No separate validity period has been established for the finding.

How Atlas uses this source

When agents learn from experience

Sections 2.4, 3.1 and 4

The similar put/clean-and-put tasks differ in a required action. Raw trajectories and abstract insights behaved differently.

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Supports this claim:A useful old procedure can interfere with a new task.