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Stochastic Processes

2667 directly classified papers

Papers per year

Papers

Kernel Packet: An Exact and Scalable Algorithm for Gaussian Process Regression with Matérn Correlations JMLR 2022
Three rates of convergence or separation via U-statistics in a dependent framework JMLR 2022
Efficient Inference for Dynamic Flexible Interactions of Neural Populations JMLR 2022
An Efficient Sampling Algorithm for Non-smooth Composite Potentials JMLR 2022
Mappings for Marginal Probabilities with Applications to Models in Statistical Physics JMLR 2022
Minimax Mixing Time of the Metropolis-Adjusted Langevin Algorithm for Log-Concave Sampling JMLR 2022
Kernel Autocovariance Operators of Stationary Processes: Estimation and Convergence JMLR 2022
Scalable Gaussian-process regression and variable selection using Vecchia approximations JMLR 2022
Metrics of Calibration for Probabilistic Predictions JMLR 2022
Mean-field Analysis of Piecewise Linear Solutions for Wide ReLU Networks JMLR 2022
Learning Rates as a Function of Batch Size: A Random Matrix Theory Approach to Neural Network Training JMLR 2022
Asymptotic Study of Stochastic Adaptive Algorithms in Non-convex Landscape JMLR 2022
Modelling the Dynamics of Regret Minimization in Large Agent Populations: a Master Equation Approach IJCAI 2022
AI Facilitated Isolations? The Impact of Recommendation-based Influence Diffusion in Human Society IJCAI 2022
Invasion Dynamics in the Biased Voter Process IJCAI 2022
Dynamic Bandits with Temporal Structure IJCAI 2022
DDDM: A Brain-Inspired Framework for Robust Classification IJCAI 2022
HashNWalk: Hash and Random Walk Based Anomaly Detection in Hyperedge Streams IJCAI 2022
Multi-Proxy Learning from an Entropy Optimization Perspective IJCAI 2022
Recent Advances in Concept Drift Adaptation Methods for Deep Learning IJCAI 2022
Physics-Informed Long-Sequence Forecasting From Multi-Resolution Spatiotemporal Data IJCAI 2022
Discrete Probabilistic Inverse Optimal Transport ICML 2022
Spectral Representation of Robustness Measures for Optimization Under Input Uncertainty ICML 2022
Dynamic Topic Models for Temporal Document Networks ICML 2022
On the Robustness of CountSketch to Adaptive Inputs ICML 2022