Stochastic Processes

Dynamic Bandits with Temporal Structure IJCAI 2022 Dynamic Topic Models for Temporal Document Networks ICML 2022 Efficiency Ordering of Stochastic Gradient Descent NeurIPS 2022 Efficient Approximate Inference for Stationary Kernel on Frequency Domain ICML 2022 Efficient Inference for Dynamic Flexible Interactions of Neural Populations JMLR 2022 Efficient MCMC Sampling with Dimension-Free Convergence Rate using ADMM-type Splitting JMLR 2022 Eliminating Sharp Minima from SGD with Truncated Heavy-tailed Noise ICLR 2022 End-to-End Learning of Probabilistic Hierarchies on Graphs ICLR 2022 Equality Constraints in Linear Hawkes Processes CLeaR 2022 Estimators of Entropy and Information via Inference in Probabilistic Models AISTATS 2022 Experience Replay with Likelihood-free Importance Weights L4DC 2022 Extra-Newton: A First Approach to Noise-Adaptive Accelerated Second-Order Methods NeurIPS 2022 Fast and Robust Online Inference with Stochastic Gradient Descent via Random Scaling AAAI 2022 Fast and Scalable Spike and Slab Variable Selection in High-Dimensional Gaussian Processes AISTATS 2022 Faster One-Sample Stochastic Conditional Gradient Method for Composite Convex Minimization AISTATS 2022 Fixed-Distance Hamiltonian Monte Carlo NeurIPS 2022 Forward-Backward Latent State Inference for Hidden Continuous-Time semi-Markov Chains NeurIPS 2022 Free Probability for predicting the performance of feed-forward fully connected neural networks NeurIPS 2022 Function-space Inference with Sparse Implicit Processes ICML 2022 Future gradient descent for adapting the temporal shifting data distribution in online recommendation systems UAI 2022 Gaussian Process Bandit Optimization with Few Batches AISTATS 2022 Generalization Bounds for Gradient Methods via Discrete and Continuous Prior NeurIPS 2022 Generalization Bounds for Stochastic Gradient Descent via Localized ε-Covers NeurIPS 2022 Generalization Bounds using Lower Tail Exponents in Stochastic Optimizers ICML 2022 Generalizing Gaussian Smoothing for Random Search ICML 2022