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neural stochastic differential equation

13 papers

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Also known as

NSDE NEURAL SDE

Co-occurring keywords · papers mentioning both

attribution method (2) uncertainty estimation (2) stochastic differential equation (2) neural ordinary differential equation (2) deep neural network (2) generative model (2) model-based reinforcement learning (2) cross-domain transferability (1) cross-domain transfer (1) residual neural network (1)

Papers

Breaking One-Size-Fits-All: Revisiting Out-of-Distribution Detection on Graphs Under Diverse Distribution Shifts AAAI 2026 Neural Diffusion Intensity Models for Point Process Data UAI 2026 Efficient Training of Neural Stochastic Differential Equations by Matching Finite Dimensional Distributions ICLR 2025 Neural Stochastic Differential Equations for Uncertainty-Aware Offline RL ICLR 2025 Scaling ResNets in the Large-depth Regime JMLR 2025 Improving Transferability for Cross-Domain Trajectory Prediction via Neural Stochastic Differential Equation AAAI 2024 Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data ICLR 2024 Trajectory Flow Matching with Applications to Clinical Time Series Modelling NeurIPS 2024 How to Learn and Generalize From Three Minutes of Data: Physics-Constrained and Uncertainty-Aware Neural Stochastic Differential Equations CoRL 2023 Non-adversarial training of Neural SDEs with signature kernel scores NeurIPS 2023 ExplainIt!: A Tool for Computing Robust Attributions of DNNs IJCAI 2022 Efficient and Accurate Gradients for Neural SDEs NeurIPS 2021 On Smoother Attributions using Neural Stochastic Differential Equations IJCAI 2021