"spectral bias" Papers

10 papers found

Fast Training of Sinusoidal Neural Fields via Scaling Initialization

Taesun Yeom, Sangyoon Lee, Jaeho Lee

ICLR 2025arXiv:2410.04779
9
citations

How Learnable Grids Recover Fine Detail in Low Dimensions: A Neural Tangent Kernel Analysis of Multigrid Parametric Encodings

Samuel Audia, Soheil Feizi, Matthias Zwicker et al.

ICLR 2025arXiv:2504.13412
1
citations

Neuro-Spectral Architectures for Causal Physics-Informed Networks

Arthur Bizzi, Leonardo Moreira, Márcio Marques et al.

NEURIPS 2025oralarXiv:2509.04966
1
citations

On the expressiveness and spectral bias of KANs

Yixuan Wang, Jonathan Siegel, Ziming Liu et al.

ICLR 2025arXiv:2410.01803
41
citations

PDEfuncta: Spectrally-Aware Neural Representation for PDE Solution Modeling

Minju Jo, Woojin Cho, Uvini Balasuriya Mudiyanselage et al.

NEURIPS 2025arXiv:2506.12790
3
citations

Self-diffusion for Solving Inverse Problems

Guanxiong Luo, Shoujin Huang

NEURIPS 2025arXiv:2510.21417
1
citations

SHAP values via sparse Fourier representation

Ali Gorji, Andisheh Amrollahi, Andreas Krause

NEURIPS 2025spotlightarXiv:2410.06300
3
citations

Transformers Learn Low Sensitivity Functions: Investigations and Implications

Bhavya Vasudeva, Deqing Fu, Tianyi Zhou et al.

ICLR 2025arXiv:2403.06925
8
citations

ReLUs Are Sufficient for Learning Implicit Neural Representations

Joseph Shenouda, Yamin Zhou, Robert Nowak

ICML 2024arXiv:2406.02529
7
citations

Towards Architecture-Agnostic Untrained Networks Priors for Image Reconstruction with Frequency Regularization

Yilin Liu, Yunkui Pang, Jiang Li et al.

ECCV 2024arXiv:2312.09988
2
citations