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Probability

519 papers (95 classified directly here)

Subtopics

Stochastic Processes (438)

Papers per year

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Papers (including subtopics)

Kernel Thinning COLT 2021
Information-Theoretic Generalization Bounds for Stochastic Gradient Descent COLT 2021
Almost sure convergence rates for Stochastic Gradient Descent and Stochastic Heavy Ball COLT 2021
Efficient Sampling of Dependency Structure EMNLP 2021
The Spatio-Temporal Poisson Point Process: A Simple Model for the Alignment of Event Camera Data ICCV 2021
Training Multi-Object Detector by Estimating Bounding Box Distribution for Input Image ICCV 2021
Diffusion Source Identification on Networks with Statistical Confidence ICML 2021
Exponential Reduction in Sample Complexity with Learning of Ising Model Dynamics ICML 2021
Bayesian Quadrature on Riemannian Data Manifolds ICML 2021
Compressed Maximum Likelihood ICML 2021
Pareto GAN: Extending the Representational Power of GANs to Heavy-Tailed Distributions ICML 2021
Detection of Signal in the Spiked Rectangular Models ICML 2021
Statistical Estimation from Dependent Data ICML 2021
Kernel Stein Discrepancy Descent ICML 2021
Learning Stochastic Behaviour from Aggregate Data ICML 2021
Parallel tempering on optimized paths ICML 2021
Inferring serial correlation with dynamic backgrounds ICML 2021
A Structured Observation Distribution for Generative Biological Sequence Prediction and Forecasting ICML 2021
High-Order Langevin Diffusion Yields an Accelerated MCMC Algorithm JMLR 2021
Analysis of high-dimensional Continuous Time Markov Chains using the Local Bouncy Particle Sampler JMLR 2021
Implicit Langevin Algorithms for Sampling From Log-concave Densities JMLR 2021
Hoeffding's Inequality for General Markov Chains and Its Applications to Statistical Learning JMLR 2021
Nonparametric Modeling of Higher-Order Interactions via Hypergraphons JMLR 2021
Stochastic Online Optimization using Kalman Recursion JMLR 2021
Probabilistic Iterative Methods for Linear Systems JMLR 2021