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Stochastic Processes

2667 directly classified papers

Papers per year

Papers

Variational Marginal Particle Filters AISTATS 2022
Infinitely Deep Bayesian Neural Networks with Stochastic Differential Equations AISTATS 2022
Sampling Approximately Low-Rank Ising Models: MCMC meets Variational Methods COLT 2022
On Almost Sure Convergence Rates of Stochastic Gradient Methods COLT 2022
The query complexity of sampling from strongly log-concave distributions in one dimension COLT 2022
Computationally Efficient Horizon-Free Reinforcement Learning for Linear Mixture MDPs NIPS 2022
Left Heavy Tails and the Effectiveness of the Policy and Value Networks in DNN-based best-first search for Sokoban Planning NIPS 2022
Learning Infinite-Horizon Average-Reward Restless Multi-Action Bandits via Index Awareness NIPS 2022
A Single-timescale Analysis for Stochastic Approximation with Multiple Coupled Sequences NIPS 2022
Making SGD Parameter-Free COLT 2022
Tracking Most Significant Arm Switches in Bandits COLT 2022
Optimal and instance-dependent guarantees for Markovian linear stochastic approximation COLT 2022
ROOT-SGD: Sharp Nonasymptotics and Asymptotic Efficiency in a Single Algorithm COLT 2022
Residual bootstrap exploration for stochastic linear bandit UAI 2022
Approaching Quartic Convergence Rates for Quasi-Stochastic Approximation with Application to Gradient-Free Optimization NIPS 2022
A Unifying Framework of Off-Policy General Value Function Evaluation NIPS 2022
Off-Policy Evaluation for Action-Dependent Non-stationary Environments NIPS 2022
Structured Stochastic Gradient MCMC ICML 2022
Matching Normalizing Flows and Probability Paths on Manifolds ICML 2022
Revisiting the Effects of Stochasticity for Hamiltonian Samplers ICML 2022
Wide Bayesian neural networks have a simple weight posterior: theory and accelerated sampling ICML 2022
Input Dependent Sparse Gaussian Processes ICML 2022
Surrogate Likelihoods for Variational Annealed Importance Sampling ICML 2022
Efficient Approximate Inference for Stationary Kernel on Frequency Domain ICML 2022
Markov Chain Monte Carlo for Continuous-Time Switching Dynamical Systems ICML 2022