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Neural Networks

11,300 papers

Papers per year

Papers

Transformed Low-Rank Parameterization Can Help Robust Generalization for Tensor Neural Networks NIPS 2023
SparseProp: Efficient Event-Based Simulation and Training of Sparse Recurrent Spiking Neural Networks NIPS 2023
Randomized Sparse Neural Galerkin Schemes for Solving Evolution Equations with Deep Networks NIPS 2023
Initialization Matters: Privacy-Utility Analysis of Overparameterized Neural Networks NIPS 2023
Exact Verification of ReLU Neural Control Barrier Functions NIPS 2023
Normalization-Equivariant Neural Networks with Application to Image Denoising NIPS 2023
Truly Scale-Equivariant Deep Nets with Fourier Layers NIPS 2023
Nonparametric Boundary Geometry in Physics Informed Deep Learning NIPS 2023
Model-Based Control with Sparse Neural Dynamics NIPS 2023
Data Market Design through Deep Learning NIPS 2023
VanillaNet: the Power of Minimalism in Deep Learning NIPS 2023
Balancing memorization and generalization in RNNs for high performance brain-machine Interfaces NIPS 2023
Encoding Human Behavior in Information Design through Deep Learning NIPS 2023
EvoPrompting: Language Models for Code-Level Neural Architecture Search NIPS 2023
Simplicity Bias in 1-Hidden Layer Neural Networks NIPS 2023
Polyhedron Attention Module: Learning Adaptive-order Interactions NIPS 2023
Convergence of Actor-Critic with Multi-Layer Neural Networks NIPS 2023
Neural approximation of Wasserstein distance via a universal architecture for symmetric and factorwise group invariant functions NIPS 2023
Degraded Polygons Raise Fundamental Questions of Neural Network Perception NIPS 2023
Dynamics of Finite Width Kernel and Prediction Fluctuations in Mean Field Neural Networks NIPS 2023
Empowering Convolutional Neural Nets with MetaSin Activation NIPS 2023
Gradient Flossing: Improving Gradient Descent through Dynamic Control of Jacobians NIPS 2023
Online learning of long-range dependencies NIPS 2023
Provable Guarantees for Nonlinear Feature Learning in Three-Layer Neural Networks NIPS 2023
Low Tensor Rank Learning of Neural Dynamics NIPS 2023