"inductive biases" Papers
10 papers found
Brain-Like Processing Pathways Form in Models With Heterogeneous Experts
Jack Cook, Danyal Akarca, Rui Costa et al.
NeurIPS 2025posterarXiv:2506.02813
3
citations
Generalization through variance: how noise shapes inductive biases in diffusion models
John Vastola
ICLR 2025posterarXiv:2504.12532
18
citations
Is Your Diffusion Model Actually Denoising?
Daniel Pfrommer, Zehao Dou, Christopher Scarvelis et al.
NeurIPS 2025poster
Meta Guidance: Incorporating Inductive Biases into Deep Time Series Imputers
Jiacheng You, Xinyang Chen, Yu Sun et al.
NeurIPS 2025oral
Probing Neural Combinatorial Optimization Models
Zhiqin Zhang, Yining Ma, Zhiguang Cao et al.
NeurIPS 2025spotlightarXiv:2510.22131
Which Algorithms Have Tight Generalization Bounds?
Michael Gastpar, Ido Nachum, Jonathan Shafer et al.
NeurIPS 2025spotlightarXiv:2410.01969
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 2024spotlight
Scaling Down Deep Learning with MNIST-1D
Sam Greydanus, Dmitry Kobak
ICML 2024poster
Tripod: Three Complementary Inductive Biases for Disentangled Representation Learning
Kyle Hsu, Jubayer Ibn Hamid, Kaylee Burns et al.
ICML 2024poster