Author

Shi-Yuan Lin

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Preprint Sep 2026

SlideDP: Scaling Host-Resident LLM Fine-Tuning Across Multiple GPUs

SlideDP is presented, a synchronous data-parallel runtime for shared-host multi-GPU systems that maintains one authoritative host state, decouples communication routes from state layout, and pipelines parameter delivery, gradient aggregation, and CPU updates across ranks and chunks.

Rui-Jia Yang, Shi-Yuan Lin, Yu-Long Ao et al. · 0 citations