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Neural Networks

11,300 papers

Papers per year

Papers

Benign overfitting of non-smooth neural networks beyond lazy training AISTATS 2023
Deep Value Function Networks for Large-Scale Multistage Stochastic Programs AISTATS 2023
Inducing Neural Collapse in Deep Long-tailed Learning AISTATS 2023
Regression as Classification: Influence of Task Formulation on Neural Network Features AISTATS 2023
Wide stochastic networks: Gaussian limit and PAC-Bayesian training ALT 2023
Implicit Regularization Towards Rank Minimization in ReLU Networks ALT 2023
SGD learning on neural networks: leap complexity and saddle-to-saddle dynamics COLT 2023
Benign Overfitting in Linear Classifiers and Leaky ReLU Networks from KKT Conditions for Margin Maximization COLT 2023
Intrinsic dimensionality and generalization properties of the R-norm inductive bias COLT 2023
Backward Feature Correction: How Deep Learning Performs Deep (Hierarchical) Learning COLT 2023
Implicit Balancing and Regularization: Generalization and Convergence Guarantees for Overparameterized Asymmetric Matrix Sensing COLT 2023
Sparsity-aware generalization theory for deep neural networks COLT 2023
The Implicit Bias of Batch Normalization in Linear Models and Two-layer Linear Convolutional Neural Networks COLT 2023
Challenging the “One Single Vector per Token” Assumption CONLL 2023
MarS3D: A Plug-and-Play Motion-Aware Model for Semantic Segmentation on Multi-Scan 3D Point Clouds CVPR 2023
Towards Scalable Neural Representation for Diverse Videos CVPR 2023
Learning Rotation-Equivariant Features for Visual Correspondence CVPR 2023
Graphics Capsule: Learning Hierarchical 3D Face Representations From 2D Images CVPR 2023
Scalable, Detailed and Mask-Free Universal Photometric Stereo CVPR 2023
Persistent Nature: A Generative Model of Unbounded 3D Worlds CVPR 2023
Hierarchical Neural Memory Network for Low Latency Event Processing CVPR 2023
Dynamic Aggregated Network for Gait Recognition CVPR 2023
Video Compression With Entropy-Constrained Neural Representations CVPR 2023
Temporal Interpolation Is All You Need for Dynamic Neural Radiance Fields CVPR 2023
OReX: Object Reconstruction From Planar Cross-Sections Using Neural Fields CVPR 2023