differential equation

On The Temporal Domain of Differential Equation Inspired Graph Neural Networks AISTATS 2024 Physics-Informed Variational State-Space Gaussian Processes NeurIPS 2024 Symmetry-Informed Governing Equation Discovery NeurIPS 2024 A Unified Discretization Framework for Differential Equation Approach with Lyapunov Arguments for Convex Optimization NeurIPS 2023 Bayesian Calibration of Imperfect Computer Models using Physics-Informed Priors JMLR 2023 Learning Dynamic Temporal Relations with Continuous Graph for Multivariate Time Series Forecasting (Student Abstract) AAAI 2023 Learning to Decouple Complex Systems ICML 2023 Probabilistic Exponential Integrators NeurIPS 2023 Q-Flow: Generative Modeling for Differential Equations of Open Quantum Dynamics with Normalizing Flows ICML 2023 Residual-based error bound for physics-informed neural networks UAI 2023 Unifying Nesterov’s Accelerated Gradient Methods for Convex and Strongly Convex Objective Functions ICML 2023 Universal Physics-Informed Neural Networks: Symbolic Differential Operator Discovery with Sparse Data ICML 2023 Adjoint-aided inference of Gaussian process driven differential equations NeurIPS 2022 Adversarial Classification: Necessary Conditions and Geometric Flows JMLR 2022 AutoIP: A United Framework to Integrate Physics into Gaussian Processes ICML 2022 Pseudo Numerical Methods for Diffusion Models on Manifolds ICLR 2022 Zero Stability Well Predicts Performance of Convolutional Neural Networks AAAI 2022 A Probabilistic State Space Model for Joint Inference from Differential Equations and Data NeurIPS 2021 Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting ICLR 2021 Black Box Probabilistic Numerics NeurIPS 2021 Characterizing possible failure modes in physics-informed neural networks NeurIPS 2021 Parameter Inference with Bifurcation Diagrams NeurIPS 2021 Physics-informed Spline Learning for Nonlinear Dynamics Discovery IJCAI 2021 Policy Analysis using Synthetic Controls in Continuous-Time ICML 2021 Receptive Field Size Optimization With Continuous Time Pooling WACV 2021