"batch size optimization" Papers

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Power Lines: Scaling laws for weight decay and batch size in LLM pre-training

Shane Bergsma, Nolan Dey, Gurpreet Gosal et al.

NEURIPS 2025arXiv:2505.13738

Online Learning and Information Exponents: The Importance of Batch size & Time/Complexity Tradeoffs

Luca Arnaboldi, Yatin Dandi, FLORENT KRZAKALA et al.

Poly-View Contrastive Learning

Amitis Shidani, R Devon Hjelm, Jason Ramapuram et al.

ICLR 2024arXiv:2403.05490

Subsampling is not Magic: Why Large Batch Sizes Work for Differentially Private Stochastic Optimisation

Ossi Räisä, Joonas Jälkö, Antti Honkela

ICML 2024arXiv:2402.03990