Neural Networks

Learning Neural Networks with Sparse Activations COLT 2024 Monomial Matrix Group Equivariant Neural Functional Networks NeurIPS 2024 Multi-layer random features and the approximation power of neural networks UAI 2024 Nature-Inspired Local Propagation NeurIPS 2024 Neurons in Large Language Models: Dead, N-gram, Positional ACL 2024 Partial observation can induce mechanistic mismatches in data-constrained models of neural dynamics NeurIPS 2024 Training Binary Neural Networks via Gaussian Variational Inference and Low-Rank Semidefinite Programming NeurIPS 2024 CORNN: Convex optimization of recurrent neural networks for rapid inference of neural dynamics NeurIPS 2023 Deep Reinforcement Learning with Plasticity Injection NeurIPS 2023 Learning Narrow One-Hidden-Layer ReLU Networks COLT 2023 NUNO: A General Framework for Learning Parametric PDEs with Non-Uniform Data ICML 2023 On Sparse Modern Hopfield Model NeurIPS 2023 SplineCam: Exact Visualization and Characterization of Deep Network Geometry and Decision Boundaries CVPR 2023 Training Neural Networks is NP-Hard in Fixed Dimension NeurIPS 2023 Training shallow ReLU networks on noisy data using hinge loss: when do we overfit and is it benign? NeurIPS 2023 A Combinatorial Perspective on the Optimization of Shallow ReLU Networks NeurIPS 2022 DANets: Deep Abstract Networks for Tabular Data Classification and Regression AAAI 2022 Dense Depth Priors for Neural Radiance Fields From Sparse Input Views CVPR 2022 Kernel Memory Networks: A Unifying Framework for Memory Modeling NeurIPS 2022 PrivateSNN: Privacy-Preserving Spiking Neural Networks AAAI 2022 ReservoirComputing.jl: An Efficient and Modular Library for Reservoir Computing Models JMLR 2022 Size and depth of monotone neural networks: interpolation and approximation NeurIPS 2022 Towards Understanding the Mixture-of-Experts Layer in Deep Learning NeurIPS 2022 Automatic Detection and Prediction of Psychiatric Hospitalizations From Social Media Posts NAACL 2021 Noisy Adaptation Generates Lévy Flights in Attractor Neural Networks NeurIPS 2021