Stochastic Methods

On the Connection between Lp- and Risk Consistency and its Implications on Regularized Kernel Methods JMLR 2024 On the estimation of persistence intensity functions and linear representations of persistence diagrams AISTATS 2024 On the Hyperparameters in Stochastic Gradient Descent with Momentum JMLR 2024 On the Implicit Bias of Adam ICML 2024 On the Last-Iterate Convergence of Shuffling Gradient Methods ICML 2024 On the Optimal Time Complexities in Decentralized Stochastic Asynchronous Optimization NeurIPS 2024 On the Privacy of Selection Mechanisms with Gaussian Noise AISTATS 2024 On Universally Optimal Algorithms for A/B Testing ICML 2024 Open problem: Convergence of single-timescale mean-field Langevin descent-ascent for two-player zero-sum games COLT 2024 Optimal Algorithms for Stochastic Bilevel Optimization under Relaxed Smoothness Conditions JMLR 2024 Optimal Mechanism in a Dynamic Stochastic Knapsack Environment AAAI 2024 Optimal Scaling for the Proximal Langevin Algorithm in High Dimensions JMLR 2024 Optimal Top-Two Method for Best Arm Identification and Fluid Analysis NeurIPS 2024 Optimistic Online Mirror Descent for Bridging Stochastic and Adversarial Online Convex Optimization JMLR 2024 Optimization Algorithm Design via Electric Circuits NeurIPS 2024 Optimization without Retraction on the Random Generalized Stiefel Manifold ICML 2024 Optimizing Prosumer Policies in Periodic Double Auctions Inspired by Equilibrium Analysis IJCAI 2024 P^2C^2Net: PDE-Preserved Coarse Correction Network for efficient prediction of spatiotemporal dynamics NeurIPS 2024 PAPAL: A Provable PArticle-based Primal-Dual ALgorithm for Mixed Nash Equilibrium JMLR 2024 Parallel Beam Search Algorithms for Domain-Independent Dynamic Programming AAAI 2024 Parallel Empirical Evaluations: Resilience despite Concurrency AAAI 2024 Parametric model reduction of mean-field and stochastic systems via higher-order action matching NeurIPS 2024 Pareto Smoothed Importance Sampling JMLR 2024 Passengers' Safety Matters: Experiences of Deploying a Large-Scale Indoor Delivery Monitoring System NSDI 2024 Penalized Overdamped and Underdamped Langevin Monte Carlo Algorithms for Constrained Sampling JMLR 2024