Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2610.19581.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

XferAgent is a framework for transferring experience between heterogeneous LLM agents via local and shared experience graphs, reconciling compatible contributions and avoiding unreliable merges. Experiments show gains over memory-based baselines and cumulative success improvement across task passes.

Addresses cross-agent heterogeneity in experience reuse, a concrete limitation in current memory-based agent methods, with empirical results across multiple task domains.

Cited by

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