On the Spectral Bias of Neural Networks

22 June 2018

Aaron Courville

Papers citing "On the Spectral Bias of Neural Networks"

50 / 269 papers shown

Title
Implicit Diffusion Models for Continuous Super-Resolution Sicheng Gao Xuhui Liu Bo-Wen Zeng Sheng Xu Yanjing Li Xiaonan Luo Jianzhuang Liu Xiantong Zhen Baochang Zhang DiffM 45 217 0 29 Mar 2023
Oral-3Dv2: 3D Oral Reconstruction from Panoramic X-Ray Imaging with Implicit Neural Representation Weinan Song Haoxin Zheng Dezhan Tu C. Liang Lei He 15 2 0 21 Mar 2023
Improving physics-informed neural networks with meta-learned optimization Alexander Bihlo PINN 36 18 0 13 Mar 2023
On the effectiveness of neural priors in modeling dynamical systems Sameera Ramasinghe Hemanth Saratchandran Violetta Shevchenko Simon Lucey 29 2 0 10 Mar 2023
Implicit Stochastic Gradient Descent for Training Physics-informed Neural Networks Ye Li Songcan Chen Shengyi Huang PINN 20 1 0 03 Mar 2023
Ensemble flow reconstruction in the atmospheric boundary layer from spatially limited measurements through latent diffusion models A. Rybchuk M. Hassanaly N. Hamilton P. Doubrawa Mitchell J. Fulton L. Martínez‐Tossas AI4CE DiffM 30 16 0 01 Mar 2023
Implicit neural representations for unsupervised super-resolution and denoising of 4D flow MRI S. Saitta M. Carioni Subhadip Mukherjee Carola-Bibiane Schönlieb A. Redaelli 15 9 0 24 Feb 2023
PIFON-EPT: MR-Based Electrical Property Tomography Using Physics-Informed Fourier Networks Xinling Yu José E. C. Serrallés Ilias I. Giannakopoulos Z. Liu Luca Daniel R. Lattanzi Zheng-Wei Zhang 27 10 0 23 Feb 2023
Variational Autoencoding Neural Operators Jacob H. Seidman Georgios Kissas George J. Pappas P. Perdikaris DRL AI4CE 27 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 43 8 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 87 10 0 13 Feb 2023
Hypernetworks build Implicit Neural Representations of Sounds Filip Szatkowski Karol J. Piczak Przemtslaw Spurek Jacek Tabor Tomasz Trzciñski 24 11 0 09 Feb 2023
Generalization on the Unseen, Logic Reasoning and Degree Curriculum Emmanuel Abbe Samy Bengio Aryo Lotfi Kevin Rizk LRM 39 49 0 30 Jan 2023
Spatially Covariant Lesion Segmentation Hang Zhang Rongguang Wang Jinwei Zhang Dongdong Liu Chao Li Jiahao Nick Li MedIm 37 7 0 19 Jan 2023
Understanding the Spectral Bias of Coordinate Based MLPs Via Training Dynamics J. Lazzari Xiuwen Liu 24 3 0 14 Jan 2023
Stretched and measured neural predictions of complex network dynamics V. Vasiliauskaite Nino Antulov-Fantulin 27 1 0 12 Jan 2023
Phase-shifted Adversarial Training Yeachan Kim Seongyeon Kim Ihyeok Seo Bonggun Shin AAML OOD 24 0 0 12 Jan 2023
Class-Continuous Conditional Generative Neural Radiance Field Jiwook Kim Minhyeok Lee 27 4 0 03 Jan 2023
Effects of Data Geometry in Early Deep Learning Saket Tiwari George Konidaris 76 7 0 29 Dec 2022
Enhancing Neural Network Differential Equation Solvers Matthew J. H. Wright 21 0 0 28 Dec 2022
Real-Time Rendering of Arbitrary Surface Geometries using Learnt Transfer Dhawal Sirikonda K. Aakash P. J. Narayanan DiffM 23 2 0 19 Dec 2022
PointAvatar: Deformable Point-based Head Avatars from Videos Yufeng Zheng Yifan Wang Gordon Wetzstein Michael J. Black Otmar Hilliges 3DH 26 134 0 16 Dec 2022
Leveraging Unlabeled Data to Track Memorization Mahsa Forouzesh Hanie Sedghi Patrick Thiran NoLa TDI 34 4 0 08 Dec 2022
Generalizable Implicit Neural Representations via Instance Pattern Composers Chiheon Kim Doyup Lee Saehoon Kim Minsu Cho Wook-Shin Han AI4CE 20 24 0 23 Nov 2022
OReX: Object Reconstruction from Planar Cross-sections Using Neural Fields Haim Sawdayee A. Vaxman Amit H. Bermano 26 6 0 23 Nov 2022
Zero NeRF: Registration with Zero Overlap C. Peat O. Batchelor Richard D. Green J. Atlas 32 7 0 22 Nov 2022
Simplicity Bias in Transformers and their Ability to Learn Sparse Boolean Functions S. Bhattamishra Arkil Patel Varun Kanade Phil Blunsom 19 44 0 22 Nov 2022
Exact-NeRF: An Exploration of a Precise Volumetric Parameterization for Neural Radiance Fields Brian K. S. Isaac-Medina Chris G. Willcocks T. Breckon 14 17 0 22 Nov 2022
Neural tangent kernel analysis of PINN for advection-diffusion equation M. Saadat B. Gjorgiev L. Das G. Sansavini 33 0 0 21 Nov 2022
AligNeRF: High-Fidelity Neural Radiance Fields via Alignment-Aware Training Yi Ding Peter Hedman B. Mildenhall Dejia Xu Jonathan T. Barron Zhangyang Wang Tianfan Xue AI4CE 28 37 0 17 Nov 2022
Permutation-Invariant Tabular Data Synthesis Yujin Zhu Zilong Zhao Robert Birke L. Chen 31 2 0 17 Nov 2022
DINER: Disorder-Invariant Implicit Neural Representation Shaowen Xie Hao Zhu Zhen Liu Qi Zhang You Zhou Xun Cao Zhan Ma 29 30 0 15 Nov 2022
Image Completion with Heterogeneously Filtered Spectral Hints Xingqian Xu Shant Navasardyan Vahram Tadevosyan Andranik Sargsyan Yadong Mu Humphrey Shi 24 24 0 07 Nov 2022
Neuro-symbolic partial differential equation solver Pouria A. Mistani Samira Pakravan Rajesh Ilango S. Choudhry Frédéric Gibou 31 1 0 25 Oct 2022
Joint Rigid Motion Correction and Sparse-View CT via Self-Calibrating Neural Field Qing Wu Xin Li Hongjiang Wei Jing-xin Yu Yuyao Zhang 23 5 0 23 Oct 2022
Bayesian deep learning framework for uncertainty quantification in high dimensions Jeahan Jung Minseok Choi BDL UQCV 21 1 0 21 Oct 2022
FIND: An Unsupervised Implicit 3D Model of Articulated Human Feet Oliver Boyne James Charles R. Cipolla 3DH 27 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 16 2 0 19 Oct 2022
What Can the Neural Tangent Kernel Tell Us About Adversarial Robustness? Nikolaos Tsilivis Julia Kempe AAML 44 17 0 11 Oct 2022
MAgNet: Mesh Agnostic Neural PDE Solver Oussama Boussif D. Assouline L. Benabbou Yoshua Bengio AI4CE 103 29 0 11 Oct 2022
Robustifying the Multi-Scale Representation of Neural Radiance Fields Nishant Jain Suryansh Kumar Luc Van Gool 33 6 0 09 Oct 2022
Spectral Regularization Allows Data-frugal Learning over Combinatorial Spaces Amirali Aghazadeh Nived Rajaraman Tony Tu Kannan Ramchandran 22 2 0 05 Oct 2022
Higher-order Neural Additive Models: An Interpretable Machine Learning Model with Feature Interactions Minkyu Kim Hyunjin Choi Jinho Kim FAtt 35 8 0 30 Sep 2022
S2P: State-conditioned Image Synthesis for Data Augmentation in Offline Reinforcement Learning Daesol Cho D. Shim H. J. Kim OffRL 42 11 0 30 Sep 2022
NAF: Neural Attenuation Fields for Sparse-View CBCT Reconstruction Ruyi Zha Yanhao Zhang Hongdong Li 29 80 0 29 Sep 2022
OmniNeRF: Hybriding Omnidirectional Distance and Radiance fields for Neural Surface Reconstruction Jiaming Shen Bo-Yue Song Zirui Wu Yi Xu AI4CE 26 2 0 27 Sep 2022
Text2Light: Zero-Shot Text-Driven HDR Panorama Generation Zhaoxi Chen Guangcong Wang Ziwei Liu 90 30 0 20 Sep 2022
Lazy vs hasty: linearization in deep networks impacts learning schedule based on example difficulty Thomas George Guillaume Lajoie A. Baratin 28 5 0 19 Sep 2022
MetaDIP: Accelerating Deep Image Prior with Meta Learning Kevin Zhang Mingyang Xie Maharshi Gor Yi-Ting Chen Yvonne Zhou Christopher A. Metzler AI4CE 18 5 0 18 Sep 2022
Self-Supervised Coordinate Projection Network for Sparse-View Computed Tomography Qing Wu Rui-jun Feng Hongjiang Wei Jing-xin Yu Yuyao Zhang 45 41 0 12 Sep 2022