Stochastic Processes

Learning Neural Event Functions for Ordinary Differential Equations ICLR 2021 Learning Partially Known Stochastic Dynamics with Empirical PAC Bayes AISTATS 2021 Learning Stochastic Behaviour from Aggregate Data ICML 2021 Learning Temporal Point Processes with Intermittent Observations AISTATS 2021 Learning to Generate 3D Shapes with Generative Cellular Automata ICLR 2021 Lifelong Learning with Branching Experts ACML 2021 Likelihood-Based Diverse Sampling for Trajectory Forecasting ICCV 2021 Limiting fluctuation and trajectorial stability of multilayer neural networks with mean field training NeurIPS 2021 Locally Persistent Exploration in Continuous Control Tasks with Sparse Rewards ICML 2021 Loop Estimator for Discounted Values in Markov Reward Processes AAAI 2021 Making the most of your day: online learning for optimal allocation of time NeurIPS 2021 Marginalized Stochastic Natural Gradients for Black-Box Variational Inference ICML 2021 MARS: Markov Molecular Sampling for Multi-objective Drug Discovery ICLR 2021 Maximal Couplings of the Metropolis-Hastings Algorithm AISTATS 2021 MCMC Variational Inference via Uncorrected Hamiltonian Annealing NeurIPS 2021 Mean-based Best Arm Identification in Stochastic Bandits under Reward Contamination NeurIPS 2021 Mean Field Equilibrium in Multi-Armed Bandit Game with Continuous Reward IJCAI 2021 Mean Field Games Flock! The Reinforcement Learning Way IJCAI 2021 Mean-Variance Analysis in Bayesian Optimization under Uncertainty AISTATS 2021 Minibatch and Momentum Model-based Methods for Stochastic Weakly Convex Optimization NeurIPS 2021 Min/max stability and box distributions UAI 2021 Model-based micro-data reinforcement learning: what are the crucial model properties and which model to choose? ICLR 2021 Modeling Trajectories with Neural Ordinary Differential Equations IJCAI 2021 Model, sample, and epoch-wise descents: exact solution of gradient flow in the random feature model NeurIPS 2021 Moment-Based Variational Inference for Stochastic Differential Equations AISTATS 2021