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Neural Tangent Kernel: Convergence and Generalization in Neural Networks

20 June 2018

Papers citing "Neural Tangent Kernel: Convergence and Generalization in Neural Networks"

50 / 2,410 papers shown

Title
Block-Biased Mamba for Long-Range Sequence Processing Annan Yu N. Benjamin Erichson Mamba 311 2 0 13 May 2025
Super-fast rates of convergence for Neural Networks Classifiers under the Hard Margin Condition Nathanael Tepakbong Ding-Xuan Zhou Xiang Zhou 429 0 0 13 May 2025
Learning cardiac activation and repolarization times with operator learning Edoardo Centofanti Giovanni Ziarelli N. Parolini Simone Scacchi M. Verani Luca Franco Pavarino AI4CE 161 0 0 13 May 2025
An Analytical Characterization of Sloppiness in Neural Networks: Insights from Linear Models Jialin Mao Itay Griniasty Yan Sun Mark K. Transtrum James P. Sethna Pratik Chaudhari 257 0 0 13 May 2025
L-SWAG: Layer-Sample Wise Activation with Gradients information for Zero-Shot NAS on Vision TransformersComputer Vision and Pattern Recognition (CVPR), 2025 S. Casarin Sergio Escalera Oswald Lanz 350 2 0 12 May 2025
Scaling Laws and Representation Learning in Simple Hierarchical Languages: Transformers vs. Convolutional Architectures Francesco Cagnetta Alessandro Favero Antonio Sclocchi Matthieu Wyart 288 1 0 11 May 2025
A New Perspective To Understanding Multi-resolution Hash Encoding For Neural Fields Steven Tin Sui Luo 233 0 0 05 May 2025
Neural Logistic Bandits Seoungbin Bae Dabeen Lee 954 1 0 04 May 2025
Don't be lazy: CompleteP enables compute-efficient deep transformers Nolan Dey Bin Claire Zhang Lorenzo Noci Mufan Li Blake Bordelon Shane Bergsma Cengiz Pehlevan Boris Hanin Joel Hestness 421 25 0 02 May 2025
LENSLLM: Unveiling Fine-Tuning Dynamics for LLM Selection Xinyue Zeng Haohui Wang Junhong Lin Jun Wu Tyler Cody Dawei Zhou 948 5 0 01 May 2025
On the Importance of Gaussianizing Representations Daniel Eftekhari Vardan Papyan 257 3 0 01 May 2025
Multi-level datasets training method in Physics-Informed Neural Networks Yao-Hsuan Tsai Hsiao-Tung Juan Pao-Hsiung Chiu Chao-An Lin AI4CE 275 0 0 30 Apr 2025
Online Federation For Mixtures of Proprietary Agents with Black-Box Encoders Xuwei Yang Fatemeh Tavakoli D. B. Emerson Anastasis Kratsios FedML 362 0 0 30 Apr 2025
FFCBA: Feature-based Full-target Clean-label Backdoor Attacks Yangxu Yin Huajun Chen Yudong Gao Yang Liu Liantao Wu Hui Yuan Wen Liu AAML 224 2 0 29 Apr 2025
SFIBA: Spatial-based Full-target Invisible Backdoor Attacks Yangxu Yin Huajun Chen Yudong Gao Yang Liu Hui Yuan Wen Liu AAML 174 0 0 29 Apr 2025
Sobolev norm inconsistency of kernel interpolationAnalysis and Applications (AA), 2025 Yunfei Yang 326 0 0 29 Apr 2025
Neuronal correlations shape the scaling behavior of memory capacity and nonlinear computational capability of reservoir recurrent neural networks Shotaro Takasu Toshio Aoyagi 398 0 0 28 Apr 2025
Reliable and efficient inverse analysis using physics-informed neural networks with normalized distance functions and adaptive weight tuning Shota Deguchi Mitsuteru Asai PINN AI4CE 482 0 0 25 Apr 2025
Ultra-fast feature learning for the training of two-layer neural networks in the two-timescale regime Raphael Barboni Gabriel Peyré François-Xavier Vialard MLT 297 2 0 25 Apr 2025
Gradient Descent as a Shrinkage Operator for Spectral Bias Simon Lucey 235 1 0 25 Apr 2025
Deep learning with missing data Tianyi Ma Tengyao Wang R. Samworth 505 3 0 21 Apr 2025
How Learnable Grids Recover Fine Detail in Low Dimensions: A Neural Tangent Kernel Analysis of Multigrid Parametric EncodingsInternational Conference on Learning Representations (ICLR), 2025 Samuel Audia Soheil Feizi Matthias Zwicker Dinesh Manocha 204 1 0 18 Apr 2025
Hadamard product in deep learning: Introduction, Advances and ChallengesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Grigorios G. Chrysos Yongtao Wu Razvan Pascanu Philip Torr Volkan Cevher AAML 337 13 0 17 Apr 2025
Exact Learning Dynamics of In-Context Learning in Linear Transformers and Its Application to Non-Linear Transformers Nischal Mainali Lucas Teixeira 277 2 0 17 Apr 2025
Generalization through variance: how noise shapes inductive biases in diffusion modelsInternational Conference on Learning Representations (ICLR), 2025 John J. Vastola DiffM 1.0K 18 0 16 Apr 2025
Neural Contextual Bandits Under Delayed Feedback Constraints Mohammadali Moghimi Sharu Theresa Jose Shana Moothedath 263 0 0 16 Apr 2025
Corner Gradient Descent Dmitry Yarotsky 256 1 0 16 Apr 2025
Active Human Feedback Collection via Neural Contextual Dueling Bandits Arun Verma Xiaoqiang Lin Zhongxiang Dai Daniela Rus Bryan Kian Hsiang Low 291 2 0 16 Apr 2025
Divergence of Empirical Neural Tangent Kernel in Classification Problems Zixiong Yu Songtao Tian Guhan Chen 257 0 0 15 Apr 2025
Cross-Frequency Implicit Neural Representation with Self-Evolving Parameters C. Yu Yisi Luo Kai Ye Xile Zhao Deyu Meng 328 2 0 15 Apr 2025
Leveraging Submodule Linearity Enhances Task Arithmetic Performance in LLMsInternational Conference on Learning Representations (ICLR), 2025 Rui Dai Sile Hu Xu Shen Yonggang Zhang Xinmei Tian Jieping Ye MoMe 294 5 0 15 Apr 2025
When is Task Vector Provably Effective for Model Editing? A Generalization Analysis of Nonlinear TransformersInternational Conference on Learning Representations (ICLR), 2025 Hongkang Li Yihua Zhang Shuai Zhang Ming Wang Sijia Liu Pin-Yu Chen MoMe 749 18 0 15 Apr 2025
An overview of condensation phenomenon in deep learning Zhi-Qin John Xu Yaoyu Zhang Zhangchen Zhou AI4CE 230 11 0 13 Apr 2025
Channel Estimation by Infinite Width Convolutional Networks Mohammed Mallik Guillaume Villemaud 267 0 0 11 Apr 2025
Statistically guided deep learning Michael Kohler A. Krzyżak ODL BDL 354 0 0 11 Apr 2025
Free Random Projection for In-Context Reinforcement Learning Tomohiro Hayase B. Collins Nakamasa Inoue 399 0 0 09 Apr 2025
Comparative analysis of Realistic EMF Exposure Estimation from Low Density Sensor Network by Finite & Infinite Neural Networks Mohammed Mallik Laurent Clavier D. Gaillot 157 0 0 07 Apr 2025
PEAKS: Selecting Key Training Examples Incrementally via Prediction Error Anchored by Kernel Similarity Mustafa Burak Gurbuz Xingyu Zheng C. Dovrolis OOD 612 0 0 07 Apr 2025
DeepOHeat-v1: Efficient Operator Learning for Fast and Trustworthy Thermal Simulation and Optimization in 3D-IC DesignIEEE Transactions on Components, Packaging, and Manufacturing Technology (TCPMT), 2025 Xinling Yu Ziyue Liu Hai Li Yixing Li Xin Ai Zhiyu Zeng Ian Young Zheng Zhang AI4CE 425 1 0 04 Apr 2025
Image Coding for Machines via Feature-Preserving Rate-Distortion Optimization Samuel Fernández-Menduiña Eduardo Pavez Antonio Ortega 324 1 0 03 Apr 2025
Client Selection in Federated Learning with Data Heterogeneity and Network Latencies Harsh Vardhan Xiaofan Yu Tajana Rosing A. Mazumdar FedML 174 3 0 02 Apr 2025
Forward Learning with Differential Privacy Mingqian Feng Zeliang Zhang Jinyang Jiang Yijie Peng Chenliang Xu 245 0 0 01 Apr 2025
Sim-is-More: Randomizing HW-NAS with Synthetic Devices F. Capuano Gabriele Tiboni Niccolò Cavagnero Giuseppe Averta 191 0 0 01 Apr 2025
Can Diffusion Models Disentangle? A Theoretical Perspective Liming Wang Muhammad Jehanzeb Mirza Yishu Gong Yuan Gong Jiaqi Zhang Brian Tracey Katerina Placek Marco Vilela James Glass DiffM CoGe 378 0 0 31 Mar 2025
Learning a Single Index Model from Anisotropic Data with vanilla Stochastic Gradient DescentInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2025 Guillaume Braun Minh Ha Quang Masaaki Imaizumi MLT 227 3 0 31 Mar 2025
Enhancing Physics-Informed Neural Networks with a Hybrid Parallel Kolmogorov-Arnold and MLP Architecture Zuyu Xu Bin Lv 187 4 0 30 Mar 2025
Towards Understanding the Optimization Mechanisms in Deep Learning Binchuan Qi Wei Gong Li Li 284 1 0 29 Mar 2025
ReLU Networks as Random Functions: Their Distribution in Probability Space Shreyas Chaudhari J. M. F. Moura 258 0 0 28 Mar 2025
CAE: Repurposing the Critic as an Explorer in Deep Reinforcement Learning Yexin Li Pring Wong Hanfang Zhang Shuo Chen Siyuan Qi OffRL 292 2 0 23 Mar 2025
Feature Learning beyond the Lazy-Rich Dichotomy: Insights from Representational Geometry Chi-Ning Chou Hang Le Yichen Wang SueYeon Chung 352 1 0 23 Mar 2025