Neural Networks

DeepLag: Discovering Deep Lagrangian Dynamics for Intuitive Fluid Prediction NeurIPS 2024 Deep Learning for Computing Convergence Rates of Markov Chains NeurIPS 2024 Deep Learning Through A Telescoping Lens: A Simple Model Provides Empirical Insights On Grokking, Gradient Boosting & Beyond NeurIPS 2024 Deep linear networks for regression are implicitly regularized towards flat minima NeurIPS 2024 Deep Network Approximation: Beyond ReLU to Diverse Activation Functions JMLR 2024 Deep Networks Always Grok and Here is Why ICML 2024 Deep Neural Network Approximation of Invariant Functions through Dynamical Systems JMLR 2024 DEEP NEURAL NETWORK INITIALIZATION WITH SPARSITY INDUCING ACTIVATIONS ICLR 2024 Deep Neural Networks via Complex Network Theory: A Perspective IJCAI 2024 Deep Nonparametric Estimation of Operators between Infinite Dimensional Spaces JMLR 2024 Deep Orthogonal Hypersphere Compression for Anomaly Detection ICLR 2024 DeepPointMap: Advancing LiDAR SLAM with Unified Neural Descriptors AAAI 2024 DeepPolar: Inventing Nonlinear Large-Kernel Polar Codes via Deep Learning ICML 2024 Deep Quantum Error Correction AAAI 2024 DeepSPF: Spherical SO(3)-Equivariant Patches for Scan-to-CAD Estimation ICLR 2024 Deep Submodular Peripteral Networks NeurIPS 2024 Deep-TROJ: An Inference Stage Trojan Insertion Algorithm through Efficient Weight Replacement Attack CVPR 2024 Deep Visual-Genetic Biometrics for Taxonomic Classification of Rare Species WACV 2024 Defending Against Backdoor Attacks by Layer-wise Feature Analysis (Extended Abstract) IJCAI 2024 Defining and extracting generalizable interaction primitives from DNNs ICLR 2024 Defining Neural Network Architecture through Polytope Structures of Datasets ICML 2024 Defog Artificial Intelligence Glasses: Neural Networks for the Imperfect Real World AAAI 2024 Dendritic Integration Inspired Artificial Neural Networks Capture Data Correlation NeurIPS 2024 DenoiseRep: Denoising Model for Representation Learning NeurIPS 2024 De novo Protein Design Using Geometric Vector Field Networks ICLR 2024