Stochastic Methods

Performative Control for Linear Dynamical Systems NeurIPS 2024 Position: Scarce Resource Allocations That Rely On Machine Learning Should Be Randomized ICML 2024 PRACT: Optimizing Principled Reasoning and Acting of LLM Agent CoNLL 2024 Private Algorithms for Stochastic Saddle Points and Variational Inequalities: Beyond Euclidean Geometry NeurIPS 2024 Private and Federated Stochastic Convex Optimization: Efficient Strategies for Centralized Systems ICML 2024 Private Edge Density Estimation for Random Graphs: Optimal, Efficient and Robust NeurIPS 2024 Private Geometric Median NeurIPS 2024 Private Stochastic Convex Optimization with Heavy Tails: Near-Optimality from Simple Reductions NeurIPS 2024 Proactive DP: A Multiple Target Optimization Framework for DP-SGD ICML 2024 PRODuctive bandits: Importance Weighting No More NeurIPS 2024 Projection-Free Variance Reduction Methods for Stochastic Constrained Multi-Level Compositional Optimization ICML 2024 Promoting External and Internal Equities Under Ex-Ante/Ex-Post Metrics in Online Resource Allocation ICML 2024 Provably Efficient Reinforcement Learning for Adversarial Restless Multi-Armed Bandits with Unknown Transitions and Bandit Feedback ICML 2024 Provably Efficient Reinforcement Learning with Multinomial Logit Function Approximation NeurIPS 2024 Provably Faster Algorithms for Bilevel Optimization via Without-Replacement Sampling NeurIPS 2024 Pure Differential Privacy for Functional Summaries with a Laplace-like Process JMLR 2024 Pure Exploration in Bandits with Linear Constraints AISTATS 2024 PyPop7: A Pure-Python Library for Population-Based Black-Box Optimization JMLR 2024 QGFN: Controllable Greediness with Action Values NeurIPS 2024 QGym: Scalable Simulation and Benchmarking of Queuing Network Controllers NeurIPS 2024 QLABGrad: A Hyperparameter-Free and Convergence-Guaranteed Scheme for Deep Learning AAAI 2024 Quadratic Quantum Variational Monte Carlo NeurIPS 2024 Quantifying intrinsic causal contributions via structure preserving interventions AISTATS 2024 Quantum Algorithms for Non-smooth Non-convex Optimization NeurIPS 2024 Queueing Matching Bandits with Preference Feedback NeurIPS 2024