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Ties Robroek

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Zephon: Elastic Determinism for Online, Stateful Foundation Model Data Loading Pipelines

Maximilian Böther, Josh Wills, Ties Robroek وآخرون · 2026

Deterministic data loading is important for foundation model development: model researchers need confidence that differences they observe across costly ablations are caused by the parameter they changed rather than non-determinism in the training data sequence. The data loader must provide elastic determinism, i.e., a …

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