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News/MAGE: Multi-Agent Self-Evolution with Co-Evolutionary Knowledge Graphs
arxiv
PublishedOctober 13, 2026 at 4:00 AM

MAGE: Multi-Agent Self-Evolution with Co-Evolutionary Knowledge Graphs

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arXiv:2605.10064v3 Announce Type: replace Abstract: Self-evolving language-model agents must decide what to learn next and how to preserve what they have learned across iterations. Existing systems typically carry this cross-iteration knowledge as natural-language feedback, flat episodic memory, or

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