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Karol Pajak

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
2026

Taming Curvature: Architecture Warm-up for Stable Transformer Training

ICLR 2026poster

Training billion-parameter Transformers is often brittle, with transient loss spikes and divergence that waste compute. Even though the recently developed Edge of Stability (EoS) theory provides a powerful tool to understand and control the stability of optimization methods via the (preconditioned)…

Cited by 0SourceScholar