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ordinary differential equation

139 papers

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Also known as

ODE

Co-occurring keywords

dynamical system (398) neural network (6616) diffusion model (3751) graph neural network (3962) bayesian inference (1907) variational inference (2069) gaussian process (1200) neural ordinary differential equation (139) generative model (2892) neural network optimization (1293)

Papers

ODE Transformer: An Ordinary Differential Equation-Inspired Model for Sequence Generation ACL 2022
Derivative-Based Neural Modelling of Cumulative Distribution Functions for Survival Analysis AISTATS 2022
SODEN: A Scalable Continuous-Time Survival Model through Ordinary Differential Equation Networks JMLR 2022
Pick-and-Mix Information Operators for Probabilistic ODE Solvers AISTATS 2022
Learning Efficient and Robust Ordinary Differential Equations via Invertible Neural Networks ICML 2022
Variational multiple shooting for Bayesian ODEs with Gaussian processes UAI 2022
Symplectic Spectrum Gaussian Processes: Learning Hamiltonians from Noisy and Sparse Data NIPS 2022
Probabilistic ODE Solutions in Millions of Dimensions ICML 2022
Constraining Gaussian Processes to Systems of Linear Ordinary Differential Equations NIPS 2022
Learning interacting dynamical systems with latent Gaussian process ODEs NIPS 2022
Fenrir: Physics-Enhanced Regression for Initial Value Problems ICML 2022
Poisson Flow Generative Models NIPS 2022
Chunk Dynamic Updating for Group Lasso with ODEs AAAI 2022
Variational Mixtures of ODEs for Inferring Cellular Gene Expression Dynamics ICML 2022
Matching Normalizing Flows and Probability Paths on Manifolds ICML 2022
Closed-Form Diffeomorphic Transformations for Time Series Alignment ICML 2022
The LOB Recreation Model: Predicting the Limit Order Book from TAQ History Using an Ordinary Differential Equation Recurrent Neural Network AAAI 2021
Accelerating Continuous Normalizing Flow with Trajectory Polynomial Regularization AAAI 2021
Revisiting the Role of Euler Numerical Integration on Acceleration and Stability in Convex Optimization AISTATS 2021
Variational inference for nonlinear ordinary differential equations AISTATS 2021
Calibrated Adaptive Probabilistic ODE Solvers AISTATS 2021
An algorithmic view of L2 regularization and some path-following algorithms JMLR 2021
STRODE: Stochastic Boundary Ordinary Differential Equation ICML 2021
Knowledge Graph Representation Learning using Ordinary Differential Equations EMNLP 2021
ECG ODE-GAN: Learning Ordinary Differential Equations of ECG Dynamics via Generative Adversarial Learning AAAI 2021