Stochastic Methods

A Fast and Accurate Estimator for Large Scale Linear Model via Data Averaging NeurIPS 2023 A Faster Practical Approximation Scheme for the Permanent AAAI 2023 A Faster Sampler for Discrete Determinantal Point Processes AISTATS 2023 A Fully First-Order Method for Stochastic Bilevel Optimization ICML 2023 A Guide Through the Zoo of Biased SGD NeurIPS 2023 Algorithmic Gaussianization through Sketching: Converting Data into Sub-gaussian Random Designs COLT 2023 Algorithms for bounding contribution for histogram estimation under user-level privacy ICML 2023 AllSim: Simulating and Benchmarking Resource Allocation Policies in Multi-User Systems NeurIPS 2023 Almost Cost-Free Communication in Federated Best Arm Identification AAAI 2023 A Mathematical Runtime Analysis of the Non-dominated Sorting Genetic Algorithm III (NSGA-III) IJCAI 2023 A Neural PDE Solver with Temporal Stencil Modeling ICML 2023 An Optimal Structured Zeroth-order Algorithm for Non-smooth Optimization NeurIPS 2023 A Novel Demand Response Model and Method for Peak Reduction in Smart Grids -- PowerTAC IJCAI 2023 A One-Size-Fits-All Approach to Improving Randomness in Paper Assignment NeurIPS 2023 Approximate inference of marginals using the IBIA framework NeurIPS 2023 A principled framework for the design and analysis of token algorithms AISTATS 2023 A Quantitative Game-theoretical Study on Externalities of Long-lasting Humanitarian Relief Operations in Conflict Areas IJCAI 2023 A Randomized Approach to Tight Privacy Accounting NeurIPS 2023 A Sampling-Based Approach for Heterogeneous Coalition Scheduling with Temporal Uncertainty RSS 2023 A Second-Order Method for Stochastic Bandit Convex Optimisation COLT 2023 A Smooth Binary Mechanism for Efficient Private Continual Observation NeurIPS 2023 Asynchronous Iterations in Optimization: New Sequence Results and Sharper Algorithmic Guarantees JMLR 2023 Asynchronous Proportional Response Dynamics: Convergence in Markets with Adversarial Scheduling NeurIPS 2023 A theory of representation learning gives a deep generalisation of kernel methods ICML 2023 Auditing Fairness by Betting NeurIPS 2023