conftrace_

neural differential equation

36 papers

Explore in graph

Also known as

NDE

Co-occurring keywords

dynamical system (398) irregular time series (21) controlled differential equation (11) graph neural network (3962) stochastic differential equation (181) recurrent neural network (1790) time series (435) continuous-time model (20) neural network (6616) neural ordinary differential equation (139)

Papers

Modeling Retinal Ganglion Cells with Neural Differential Equations (Student Abstract) AAAI 2026
Continuum Dropout for Neural Differential Equations AAAI 2026
FlowPath: Learning Data-Driven Manifolds with Invertible Flows for Robust Irregularly-sampled Time Series Classification AAAI 2026
HD-NDEs: Neural Differential Equations for Hallucination Detection in LLMs ACL 2025
Learning Neural Jump Stochastic Differential Equations with Latent Graph for Multivariate Temporal Point Processes IJCAI 2025
DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis AAAI 2025
Forecasting Continuous Non-Conservative Dynamical Systems in SO(3) ICCV 2025
Neural Variable-Order Fractional Differential Equation Networks AAAI 2025
Comprehensive Review of Neural Differential Equations for Time Series Analysis IJCAI 2025
Generating Origin-Destination Matrices in Neural Spatial Interaction Models NIPS 2024
Integrating GNN and Neural ODEs for Estimating Non-Reciprocal Two-Body Interactions in Mixed-Species Collective Motion NIPS 2024
Distribution Learning via Neural Differential Equations: A Nonparametric Statistical Perspective JMLR 2024
Locally Regularized Neural Differential Equations: Some Black Boxes were meant to remain closed! ICML 2023
Neural Stochastic Differential Games for Time-series Analysis ICML 2023
RobustLoc: Robust Camera Pose Regression in Challenging Driving Environments AAAI 2023
Estimating Treatment Effects from Irregular Time Series Observations with Hidden Confounders AAAI 2023
Individualized Dosing Dynamics via Neural Eigen Decomposition NIPS 2023
Stabilized Neural Differential Equations for Learning Dynamics with Explicit Constraints NIPS 2023
HoD-Net: High-Order Differentiable Deep Neural Networks and Applications AAAI 2022
Learning Modular Simulations for Homogeneous Systems NIPS 2022
Neural Differential Equations for Learning to Program Neural Nets Through Continuous Learning Rules NIPS 2022
Graph Neural Controlled Differential Equations for Traffic Forecasting AAAI 2022
Predicting the impact of treatments over time with uncertainty aware neural differential equations. AISTATS 2022
Combining Recurrent, Convolutional, and Continuous-time Models with Linear State Space Layers NIPS 2021
Redesigning the Transformer Architecture with Insights from Multi-particle Dynamical Systems NIPS 2021