ordinary differential equation

An algorithmic view of L2 regularization and some path-following algorithms JMLR 2021 Calibrated Adaptive Probabilistic ODE Solvers AISTATS 2021 Decoupling dynamics and sampling: RNNs for unevenly sampled data and flexible online predictions L4DC 2021 ECG ODE-GAN: Learning Ordinary Differential Equations of ECG Dynamics via Generative Adversarial Learning AAAI 2021 Knowledge Graph Representation Learning using Ordinary Differential Equations EMNLP 2021 Mean Field Equilibrium in Multi-Armed Bandit Game with Continuous Reward IJCAI 2021 Momentum Residual Neural Networks ICML 2021 Revisiting the Role of Euler Numerical Integration on Acceleration and Stability in Convex Optimization AISTATS 2021 Scalable gradient matching based on state space Gaussian Processes ACML 2021 STRODE: Stochastic Boundary Ordinary Differential Equation ICML 2021 The LOB Recreation Model: Predicting the Limit Order Book from TAQ History Using an Ordinary Differential Equation Recurrent Neural Network AAAI 2021 Variational inference for nonlinear ordinary differential equations AISTATS 2021 A shooting formulation of deep learning NeurIPS 2020 Deep Time-Stream Framework for Click-through Rate Prediction by Tracking Interest Evolution AAAI 2020 Differential Equation Units: Learning Functional Forms of Activation Functions from Data AAAI 2020 Implicit Euler Skip Connections: Enhancing Adversarial Robustness via Numerical Stability ICML 2020 Interpolation between Residual and Non-Residual Networks ICML 2020 Learning Continuous System Dynamics from Irregularly-Sampled Partial Observations NeurIPS 2020 Linear Antisymmetric Recurrent Neural Networks L4DC 2020 ODE-Inspired Analysis for the Biological Version of Oja’s Rule in Solving Streaming PCA COLT 2020 ODIN: ODE-Informed Regression for Parameter and State Inference in Time-Continuous Dynamical Systems AAAI 2020 Riemannian Continuous Normalizing Flows NeurIPS 2020 SimGANs: Simulator-Based Generative Adversarial Networks for ECG Synthesis to Improve Deep ECG Classification ICML 2020 Symplectic ODE-Net: Learning Hamiltonian Dynamics with Control ICLR 2020 Time-Reversal Symmetric ODE Network NeurIPS 2020