NeurIPS "scaling laws" Papers

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Data Mixing Can Induce Phase Transitions in Knowledge Acquisition

Xinran Gu, Kaifeng Lyu, Jiazheng Li et al.

NeurIPS 2025spotlightarXiv:2505.18091
2
citations

Gemstones: A Model Suite for Multi-Faceted Scaling Laws

Sean McLeish, John Kirchenbauer, David Miller et al.

NeurIPS 2025posterarXiv:2502.06857
10
citations

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

Shane Bergsma, Nolan Dey, Gurpreet Gosal et al.

NeurIPS 2025posterarXiv:2505.13738
15
citations

Quantifying Elicitation of Latent Capabilities in Language Models

Elizabeth Donoway, Hailey Joren, Arushi Somani et al.

NeurIPS 2025poster

Scaling Laws For Scalable Oversight

Joshua Engels, David Baek, Subhash Kantamneni et al.

NeurIPS 2025spotlightarXiv:2504.18530
4
citations

Understanding LLM Behaviors via Compression: Data Generation, Knowledge Acquisition and Scaling Laws

Zhixuan Pan, Shaowen Wang, Liao Pengfei et al.

NeurIPS 2025spotlightarXiv:2504.09597
5
citations