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Shamane Siriwardhana

2 accepted papers

2026

Factored Gossip DiLoCo: Reducing Blocking Communication within DiLoCo

ICML 2026poster

To make large-scale distributed training practical outside high-bandwidth datacenters, we must reduce blocking, high-volume synchronization. While DiLoCo communicates infrequently, its outer synchronization remains bandwidth-heavy and brittle to stragglers and transient failures. We relax exact sync…

Cited by 0SourceScholar
2024

Arcee’s MergeKit: A Toolkit for Merging Large Language Models

EMNLP 2024industry

The rapid growth of open-source language models provides the opportunity to merge model checkpoints, combining their parameters to improve performance and versatility. Advances in transfer learning have led to numerous task-specific models, which model merging can integrate into powerful multitask m…