GASLoC generalizes communication acceleration to the outer optimizer to enable gossip-based decentralized LLM pretraining that supports adaptive optimizers, local steps, and outperforms prior decentralized methods on standard tasks while matching DiLoCo in multi-step regimes.
Provably accelerated randomized gossip algorithms
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Unifying Local Communications and Local Updates for LLM Pretraining
GASLoC generalizes communication acceleration to the outer optimizer to enable gossip-based decentralized LLM pretraining that supports adaptive optimizers, local steps, and outperforms prior decentralized methods on standard tasks while matching DiLoCo in multi-step regimes.