neural ordinary differential equation

Continuous PDE Dynamics Forecasting with Implicit Neural Representations ICLR 2023 Efficient Certified Training and Robustness Verification of Neural ODEs ICLR 2023 Enhancing the Inductive Biases of Graph Neural ODE for Modeling Physical Systems ICLR 2023 Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow ICLR 2023 Generalization bounds for neural ordinary differential equations and deep residual networks NeurIPS 2023 Gram-based Attentive Neural Ordinary Differential Equations Network for Video Nystagmography Classification ICCV 2023 Homotopy-based training of NeuralODEs for accurate dynamics discovery NeurIPS 2023 Learnable Path in Neural Controlled Differential Equations AAAI 2023 Learning-enhanced Nonlinear Model Predictive Control using Knowledge-based Neural Ordinary Differential Equations and Deep Ensembles L4DC 2023 Learning on Manifolds: Universal Approximations Properties using Geometric Controllability Conditions for Neural ODEs L4DC 2023 MonoNeRF: Learning a Generalizable Dynamic Radiance Field from Monocular Videos ICCV 2023 Multi-Task Learning via Time-Aware Neural ODE IJCAI 2023 Neural Implicit Representations for Physical Parameter Inference From a Single Video WACV 2023 Neural Lad: A Neural Latent Dynamics Framework for Times Series Modeling NeurIPS 2023 Neural Markov Jump Processes ICML 2023 Normalizing flow neural networks by JKO scheme NeurIPS 2023 ODE-based Recurrent Model-free Reinforcement Learning for POMDPs NeurIPS 2023 On the Forward Invariance of Neural ODEs ICML 2023 Trainability, Expressivity and Interpretability in Gated Neural ODEs ICML 2023 Two Sides of The Same Coin: Bridging Deep Equilibrium Models and Neural ODEs via Homotopy Continuation NeurIPS 2023 Universal Approximation Property of Invertible Neural Networks JMLR 2023 Bi-Directional Recurrent Neural Ordinary Differential Equations for Social Media Text Classification ACL 2022 Capturing actionable dynamics with structured latent ordinary differential equations UAI 2022 Continuous Temporal Graph Networks for Event-Based Graph Data NAACL 2022 Defending Against Adversarial Attacks via Neural Dynamic System NeurIPS 2022