On the Spectral Bias of Neural Networks

22 June 2018

Aaron Courville

Papers citing "On the Spectral Bias of Neural Networks"

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Title
Exploring 3D-aware Lifespan Face Aging via Disentangled Shape-Texture Representations Qianrui Teng Rui Wang Xing Cui Peipei Li Zhaofeng He 19 3 0 28 Dec 2023
Inferring Hybrid Neural Fluid Fields from Videos Hong-Xing Yu Yang Zheng Yuan Gao Yitong Deng Bo Zhu Jiajun Wu 3DH 16 15 0 11 Dec 2023
Spectral-wise Implicit Neural Representation for Hyperspectral Image Reconstruction Huan Chen Wangcai Zhao Tingfa Xu Shiyun Zhou Peifu Liu Jianan Li 22 20 0 02 Dec 2023
In Search of a Data Transformation That Accelerates Neural Field Training Junwon Seo Sangyoon Lee Kwang In Kim Jaeho Lee 9 3 0 28 Nov 2023
IMJENSE: Scan-specific Implicit Representation for Joint Coil Sensitivity and Image Estimation in Parallel MRI Rui-jun Feng Qing Wu Jie Feng Huajun She Chunlei Liu Yuyao Zhang Hongjiang Wei 8 22 0 21 Nov 2023
Frequency Domain-based Dataset Distillation DongHyeok Shin Seungjae Shin Il-Chul Moon DD 10 18 0 15 Nov 2023
Towards stable real-world equation discovery with assessing differentiating quality influence Mikhail Masliaev Ilya Markov Alexander Hvatov 17 0 0 09 Nov 2023
Closed-Form Diffusion Models Christopher Scarvelis Haitz Sáez de Ocáriz Borde Justin Solomon DiffM 86 9 0 19 Oct 2023
Investigating the Ability of PINNs To Solve Burgers' PDE Near Finite-Time BlowUp Dibyakanti Kumar Anirbit Mukherjee 8 2 0 08 Oct 2023
Local Positional Encoding for Multi-Layer Perceptrons S. Fujieda A. Yoshimura Takahiro Harada 6 1 0 26 Sep 2023
Reconstruct-and-Generate Diffusion Model for Detail-Preserving Image Denoising Yujin Wang Lingen Li Tianfan Xue Jinwei Gu DiffM 6 3 0 19 Sep 2023
CoNeS: Conditional neural fields with shift modulation for multi-sequence MRI translation Yunjie Chen Marius Staring O. M. Neve Stephan R. Romeijn Erik F. Hensen Berit M. Verbist J. Wolterink Qian Tao DiffM MedIm 6 3 0 06 Sep 2023
Frequency Compensated Diffusion Model for Real-scene Dehazing Jing Wang Songtao Wu Kuanhong Xu Zhiqiang Yuan DiffM 19 25 0 21 Aug 2023
Real-time Light Estimation and Neural Soft Shadows for AR Indoor Scenarios Alexander Sommer Ulrich Schwanecke E. Schoemer 3DH 14 0 0 03 Aug 2023
Mitigating the Learning Bias towards Repetition by Self-Contrastive Training for Open-Ended Generation Jian-Yu Guan Minlie Huang 6 0 0 04 Jul 2023
VIBR: Learning View-Invariant Value Functions for Robust Visual Control Tom Dupuis Jaonary Rabarisoa Q. C. Pham David Filliat 12 0 0 14 Jun 2023
Double Descent of Discrepancy: A Task-, Data-, and Model-Agnostic Phenomenon Yi-Xiao Luo Bin Dong 10 0 0 25 May 2023
Do deep neural networks have an inbuilt Occam's razor? Chris Mingard Henry Rees Guillermo Valle Pérez A. Louis UQCV BDL 6 15 0 13 Apr 2023
NeRF applied to satellite imagery for surface reconstruction Federico Semeraro Yi Zhang Wen-Hao Wu P. Carroll DiffM 6 0 0 09 Apr 2023
Variational Autoencoding Neural Operators Jacob H. Seidman Georgios Kissas George J. Pappas P. Perdikaris DRL AI4CE 14 7 0 20 Feb 2023
Beyond Distribution Shift: Spurious Features Through the Lens of Training Dynamics Nihal Murali A. Puli Ke Yu Rajesh Ranganath Kayhan Batmanghelich AAML 14 7 0 18 Feb 2023
One Transformer for All Time Series: Representing and Training with Time-Dependent Heterogeneous Tabular Data Simone Luetto Fabrizio Garuti E. Sangineto L. Forni Rita Cucchiara LMTD AI4TS 77 10 0 13 Feb 2023
Spatially Covariant Lesion Segmentation Hang Zhang Rongguang Wang Jinwei Zhang Dongdong Liu Chao Li Jiahao Nick Li MedIm 19 7 0 19 Jan 2023
Understanding the Spectral Bias of Coordinate Based MLPs Via Training Dynamics J. Lazzari Xiuwen Liu 6 3 0 14 Jan 2023
Joint Rigid Motion Correction and Sparse-View CT via Self-Calibrating Neural Field Qing Wu Xin Li Hongjiang Wei Jing-xin Yu Yuyao Zhang 16 5 0 23 Oct 2022
FIND: An Unsupervised Implicit 3D Model of Articulated Human Feet Oliver Boyne James Charles R. Cipolla 3DH 12 4 0 21 Oct 2022
A scan-specific unsupervised method for parallel MRI reconstruction via implicit neural representation Rui-jun Feng Qing Wu Yuyao Zhang Hongjiang Wei 4 2 0 19 Oct 2022
S2P: State-conditioned Image Synthesis for Data Augmentation in Offline Reinforcement Learning Daesol Cho D. Shim H. J. Kim OffRL 16 11 0 30 Sep 2022
Unsupervised Legendre-Galerkin Neural Network for Singularly Perturbed Partial Differential Equations Junho Choi N. Kim Youngjoon Hong AI4CE 6 0 0 21 Jul 2022
Hidden Progress in Deep Learning: SGD Learns Parities Near the Computational Limit Boaz Barak Benjamin L. Edelman Surbhi Goel Sham Kakade Eran Malach Cyril Zhang 6 122 0 18 Jul 2022
Why do tree-based models still outperform deep learning on tabular data? Léo Grinsztajn Edouard Oyallon Gaël Varoquaux LMTD 11 349 0 18 Jul 2022
A Neural Network Approach for Homogenization of Multiscale Problems Jihun Han Yoonsang Lee 27 12 0 04 Jun 2022
Sobolev Acceleration and Statistical Optimality for Learning Elliptic Equations via Gradient Descent Yiping Lu Jose H. Blanchet Lexing Ying 6 7 0 15 May 2022
FRC-TOuNN: Topology Optimization of Continuous Fiber Reinforced Composites using Neural Network A. Chandrasekhar Amir M. Mirzendehdel M. Behandish K. Suresh 16 29 0 07 May 2022
GARF: Gaussian Activated Radiance Fields for High Fidelity Reconstruction and Pose Estimation Shin-Fang Chng Sameera Ramasinghe Jamie Sherrah Simon Lucey AI4CE 6 86 0 12 Apr 2022
Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations Polina Kirichenko Pavel Izmailov A. Wilson OOD 17 313 0 06 Apr 2022
SPAGHETTI: Editing Implicit Shapes Through Part Aware Generation Amir Hertz Or Perel Raja Giryes O. Sorkine-Hornung Daniel Cohen-Or 20 26 0 31 Jan 2022
A Multi-agent Reinforcement Learning Approach for Efficient Client Selection in Federated Learning S. Zhang Jieyu Lin Qi Zhang 12 62 0 09 Jan 2022
Text2Mesh: Text-Driven Neural Stylization for Meshes O. Michel Roi Bar-On Richard Liu Sagie Benaim Rana Hanocka CLIP AI4CE 175 350 0 06 Dec 2021
A Structured Dictionary Perspective on Implicit Neural Representations Gizem Yüce Guillermo Ortiz-Jiménez Beril Besbinar P. Frossard 13 85 0 03 Dec 2021
Hierarchical Learning to Solve Partial Differential Equations Using Physics-Informed Neural Networks Jihun Han Yoonsang Lee AI4CE 14 10 0 02 Dec 2021
ISNAS-DIP: Image-Specific Neural Architecture Search for Deep Image Prior Metin Ersin Arican Ozgur Kara G. Bredell E. Konukoglu 12 17 0 27 Nov 2021
Towards Lightweight Controllable Audio Synthesis with Conditional Implicit Neural Representations Jan Zuiderveld Marco Federici Erik J. Bekkers AI4CE 21 6 0 14 Nov 2021
Mesh Draping: Parametrization-Free Neural Mesh Transfer Amir Hertz Or Perel Raja Giryes O. Sorkine-Hornung Daniel Cohen-Or 3DH AI4CE 11 4 0 11 Oct 2021
3D Infomax improves GNNs for Molecular Property Prediction Hannes Stärk Dominique Beaini Gabriele Corso Prudencio Tossou Christian Dallago Stephan Günnemann Pietro Lió AI4CE 11 202 0 08 Oct 2021
MLReal: Bridging the gap between training on synthetic data and real data applications in machine learning T. Alkhalifah Hanchen Wang O. Ovcharenko OOD 28 63 0 11 Sep 2021
imGHUM: Implicit Generative Models of 3D Human Shape and Articulated Pose Thiemo Alldieck Hongyi Xu C. Sminchisescu 3DH 22 116 0 24 Aug 2021
A neural anisotropic view of underspecification in deep learning Guillermo Ortiz-Jiménez I. Salazar-Reque Apostolos Modas Seyed-Mohsen Moosavi-Dezfooli P. Frossard 16 6 0 29 Apr 2021
Exact imposition of boundary conditions with distance functions in physics-informed deep neural networks N. Sukumar Ankit Srivastava PINN AI4CE 34 239 0 17 Apr 2021
COTR: Correspondence Transformer for Matching Across Images Wei Jiang Eduard Trulls J. Hosang Andrea Tagliasacchi K. M. Yi ViT 15 256 0 25 Mar 2021