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first-order gossip-based method

technology1 mentionslast seen Oct 2, 2026

A baseline training method for comparison with SeedFlood in large-scale settings.

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SeedFloodsupersedesfirst-order gossip-based method80% confidence1 source

first-order gossip-based method

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SeedFloodsupersedesfirst-order gossip-based method

80% confidence1 supporting mentions

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preprintarXivOct 1, 2026SeedFlood: A Step Toward Scalable Decentralized Fine-Tuning of LLMs
SeedFlood consistently outperforms the standard zeroth-order baselines in both communication efficiency and generalization performance, and even achieves results comparable to first-order gossip-based methods in large-scale settings, while requiring orders-of-magnitude less communication cost