2024 "inductive biases" Papers

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Position: The No Free Lunch Theorem, Kolmogorov Complexity, and the Role of Inductive Biases in Machine Learning

Micah Goldblum, Marc Finzi, Keefer Rowan et al.

ICML 2024spotlight
60
citations

Position: Understanding LLMs Requires More Than Statistical Generalization

Patrik Reizinger, Szilvia Ujváry, Anna Mészáros et al.

ICML 2024spotlightarXiv:2405.01964

Scaling Down Deep Learning with MNIST-1D

Sam Greydanus, Dmitry Kobak

ICML 2024posterarXiv:2011.14439

Tripod: Three Complementary Inductive Biases for Disentangled Representation Learning

Kyle Hsu, Jubayer Ibn Hamid, Kaylee Burns et al.

ICML 2024posterarXiv:2404.10282