stochastic process

A Variational Inference Approach to Learning Multivariate Wold Processes AISTATS 2021 Consensus-Based Optimization on the Sphere: Convergence to Global Minimizers and Machine Learning JMLR 2021 Contextual Blocking Bandits AISTATS 2021 Contrastive learning of strong-mixing continuous-time stochastic processes AISTATS 2021 Cooperative and Stochastic Multi-Player Multi-Armed Bandit: Optimal Regret With Neither Communication Nor Collisions COLT 2021 Efficient Algorithms for Stochastic Repeated Second-price Auctions ALT 2021 Explore the Context: Optimal Data Collection for Context-Conditional Dynamics Models AISTATS 2021 Functional Variational Inference based on Stochastic Process Generators NeurIPS 2021 Graph reparameterizations for enabling 1000+ Monte Carlo iterations in Bayesian deep neural networks UAI 2021 Heterogeneous Multi-player Multi-armed Bandits: Closing the Gap and Generalization NeurIPS 2021 Higher Order Kernel Mean Embeddings to Capture Filtrations of Stochastic Processes NeurIPS 2021 Joint Inference for Neural Network Depth and Dropout Regularization NeurIPS 2021 Learning Neural Event Functions for Ordinary Differential Equations ICLR 2021 Learning to Price Against a Moving Target ICML 2021 Learning Whenever Learning is Possible: Universal Learning under General Stochastic Processes JMLR 2021 Making the most of your day: online learning for optimal allocation of time NeurIPS 2021 Meta-Learning Reliable Priors in the Function Space NeurIPS 2021 Minimax Optimal Quantile and Semi-Adversarial Regret via Root-Logarithmic Regularizers NeurIPS 2021 Multi-Fidelity High-Order Gaussian Processes for Physical Simulation AISTATS 2021 Multiplayer Bandit Learning, from Competition to Cooperation COLT 2021 Multi-resolution modeling of a discrete stochastic process identifies causes of cancer ICLR 2021 Neural Jump Ordinary Differential Equations: Consistent Continuous-Time Prediction and Filtering ICLR 2021 Neural ODE Processes ICLR 2021 Neural Temporal Point Processes: A Review IJCAI 2021 Noisy Adaptation Generates Lévy Flights in Attractor Neural Networks NeurIPS 2021