continuous time

Causal Structure Learning for Dynamical Systems with Theoretical Score Analysis AAAI 2026 A Continuous-time Tractable Model for Present-biased Agents AAAI 2025 A Deep Probabilistic Framework for Continuous Time Dynamic Graph Generation AAAI 2025 Simplifying, Stabilizing and Scaling Continuous-time Consistency Models ICLR 2025 Stabilized Neural Prediction of Potential Outcomes in Continuous Time ICLR 2025 Action Gaps and Advantages in Continuous-Time Distributional Reinforcement Learning NeurIPS 2024 Discrete-state Continuous-time Diffusion for Graph Generation NeurIPS 2024 Langevin Policy for Safe Reinforcement Learning ICML 2024 QGym: Scalable Simulation and Benchmarking of Queuing Network Controllers NeurIPS 2024 State Space Models on Temporal Graphs: A First-Principles Study NeurIPS 2024 Bellman Meets Hawkes: Model-Based Reinforcement Learning via Temporal Point Processes AAAI 2023 Continuous-Time Decision Transformer for Healthcare Applications AISTATS 2023 Deep Representation Learning for Prediction of Temporal Event Sets in the Continuous Time Domain ACML 2023 Policy Optimization for Continuous Reinforcement Learning NeurIPS 2023 q-Learning in Continuous Time JMLR 2023 Safety Verification of Decision-Tree Policies in Continuous Time NeurIPS 2023 A Continuous Time Framework for Discrete Denoising Models NeurIPS 2022 Markov Chain Monte Carlo for Continuous-Time Switching Dynamical Systems ICML 2022 Policy Evaluation and Temporal-Difference Learning in Continuous Time and Space: A Martingale Approach JMLR 2022 Policy Gradient and Actor-Critic Learning in Continuous Time and Space: Theory and Algorithms JMLR 2022 Continuized Accelerations of Deterministic and Stochastic Gradient Descents, and of Gossip Algorithms NeurIPS 2021 Continuous-time edge modelling using non-parametric point processes NeurIPS 2021 Global Convergence of Policy Gradient for Linear-Quadratic Mean-Field Control/Game in Continuous Time ICML 2021 Improving Continuous-time Conflict Based Search AAAI 2021 Learning Neural Event Functions for Ordinary Differential Equations ICLR 2021