"theoretical framework" Papers

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A Formal Framework for Understanding Length Generalization in Transformers

Xinting Huang, Andy Yang, Satwik Bhattamishra et al.

ICLR 2025arXiv:2410.02140
29
citations

Principled Long-Tailed Generative Modeling via Diffusion Models

Pranoy Das, Kexin Fu, Abolfazl Hashemi et al.

NEURIPS 2025oral

Auto-Regressive Next-Token Predictors are Universal Learners

Eran Malach

ICML 2024arXiv:2309.06979
55
citations

Generalization Error of Graph Neural Networks in the Mean-field Regime

Gholamali Aminian, Yixuan He, Gesine Reinert et al.

ICML 2024arXiv:2402.07025
4
citations