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Stochastic Methods

2788 directly classified papers

Papers per year

Papers

Diffusion Bridge Mixture Transports, Schrödinger Bridge Problems and Generative Modeling JMLR 2023
Materialisation-Based Reasoning in DatalogMTL with Bounded Intervals AAAI 2023
Policy Mirror Ascent for Efficient and Independent Learning in Mean Field Games ICML 2023
Bandit Submodular Maximization for Multi-Robot Coordination in Unpredictable and Partially Observable Environments RSS 2023
A principled framework for the design and analysis of token algorithms AISTATS 2023
Delay-agnostic Asynchronous Coordinate Update Algorithm ICML 2023
User-level Private Stochastic Convex Optimization with Optimal Rates ICML 2023
Communication-Efficient Federated Hypergradient Computation via Aggregated Iterative Differentiation ICML 2023
Moments, Random Walks, and Limits for Spectrum Approximation COLT 2023
Learning Hidden Markov Models Using Conditional Samples COLT 2023
On the Role of Memory in Robust Opinion Dynamics IJCAI 2023
Tighter Robust Upper Bounds for Options via No-Regret Learning AAAI 2023
Nearly Optimal Competitive Ratio for Online Allocation Problems with Two-sided Resource Constraints and Finite Requests ICML 2023
Optimal Online Generalized Linear Regression with Stochastic Noise and Its Application to Heteroscedastic Bandits ICML 2023
On a Voter Model with Context-Dependent Opinion Adoption IJCAI 2023
A theory of representation learning gives a deep generalisation of kernel methods ICML 2023
Sampling Ex-Post Group-Fair Rankings IJCAI 2023
A Second-Order Method for Stochastic Bandit Convex Optimisation COLT 2023
RADIUS: Risk-Aware, Real-Time, Reachability-Based Motion Planning RSS 2023
Best Arm Identification in Multi-Agent Multi-Armed Bandits ICML 2023
Delayed Feedback in Kernel Bandits ICML 2023
Concurrent Shuffle Differential Privacy Under Continual Observation ICML 2023
Randomized Gaussian Process Upper Confidence Bound with Tighter Bayesian Regret Bounds ICML 2023
Nonparametric Extensions of Randomized Response for Private Confidence Sets ICML 2023
Distributed Algorithms for U-statistics-based Empirical Risk Minimization JMLR 2023