A truncated-SVD consensus step for decentralized LoRA is claimed to reach O(1/sqrt T) convergence, matching decentralized SGD, with supporting CLIP and LLAMA2-7B experiments.
Gpt-3: Its nature, scope, limits, and consequences
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DeCAF: Decentralized Consensus-And-Factorization for Low-Rank Adaptation of Foundation Models
A truncated-SVD consensus step for decentralized LoRA is claimed to reach O(1/sqrt T) convergence, matching decentralized SGD, with supporting CLIP and LLAMA2-7B experiments.