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Stochastic Processes

2,667 papers

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Papers

Buffered Asynchronous SGD for Byzantine Learning JMLR 2023
GFlowNet Foundations JMLR 2023
Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs with Applications JMLR 2023
GANs as Gradient Flows that Converge JMLR 2023
Autoregressive Networks JMLR 2023
Improving multiple-try Metropolis with local balancing JMLR 2023
Online Non-stochastic Control with Partial Feedback JMLR 2023
A Continuous-time Stochastic Gradient Descent Method for Continuous Data JMLR 2023
Deep Neural Networks with Dependent Weights: Gaussian Process Mixture Limit, Heavy Tails, Sparsity and Compressibility JMLR 2023
Be More Active! Understanding the Differences Between Mean and Sampled Representations of Variational Autoencoders JMLR 2023
Benign Overfitting of Constant-Stepsize SGD for Linear Regression JMLR 2023
Mini-batching error and adaptive Langevin dynamics JMLR 2023
On Learning Rates and Schrödinger Operators JMLR 2023
A Generalizable Physics-informed Learning Framework for Risk Probability Estimation L4DC 2023
Can Learning Deteriorate Control? Analyzing Computational Delays in Gaussian Process-Based Event-Triggered Online Learning L4DC 2023
Probabilistic Invariance for Gaussian Process State Space Models L4DC 2023
Transportation-Inequalities, Lyapunov Stability and Sampling for Dynamical Systems on Continuous State Space L4DC 2023
Nonlinear Controllability and Function Representation by Neural Stochastic Differential Equations L4DC 2023
Distributionally Robust Lyapunov Function Search Under Uncertainty L4DC 2023
Data-driven memory-dependent abstractions of dynamical systems L4DC 2023
Probabilistic Verification of ReLU Neural Networks via Characteristic Functions L4DC 2023
Data-driven Stochastic Output-Feedback Predictive Control: Recursive Feasibility through Interpolated Initial Conditions L4DC 2023
Policy Evaluation in Distributional LQR L4DC 2023
Linear Stochastic Bandits over a Bit-Constrained Channel L4DC 2023
Online Saddle Point Tracking with Decision-Dependent Data L4DC 2023