Mathematics & Optimization

Safe Learning in Tree-Form Sequential Decision Making: Handling Hard and Soft Constraints ICML 2022 Safe Online Convex Optimization with Unknown Linear Safety Constraints AAAI 2022 Safe Opponent-Exploitation Subgame Refinement NeurIPS 2022 Safe Subgame Resolving for Extensive Form Correlated Equilibrium AAAI 2022 Safety Guarantees for Neural Network Dynamic Systems via Stochastic Barrier Functions NeurIPS 2022 SAGDA: Achieving O(ε^-2) Communication Complexity in Federated Min-Max Learning NeurIPS 2022 Sample Average Approximation for Stochastic Optimization with Dependent Data: Performance Guarantees and Tractability AAAI 2022 Sample Complexity of Learning Heuristic Functions for Greedy-Best-First and A* Search NeurIPS 2022 Sample Complexity of Robust Reinforcement Learning with a Generative Model AISTATS 2022 Sample Complexity of the Robust LQG Regulator with Coprime Factors Uncertainty L4DC 2022 Sample-Efficient Reinforcement Learning with loglog(T) Switching Cost ICML 2022 Sampling and Counting Acyclic Orientations in Chordal Graphs (Student Abstract) AAAI 2022 Sampling Approximately Low-Rank Ising Models: MCMC meets Variational Methods COLT 2022 Sampling-Based Robust Control of Autonomous Systems with Non-Gaussian Noise AAAI 2022 Sampling from Arbitrary Functions via PSD Models AISTATS 2022 Sampling from Log-Concave Distributions with Infinity-Distance Guarantees NeurIPS 2022 Sampling Permutations for Shapley Value Estimation JMLR 2022 Sampling with Riemannian Hamiltonian Monte Carlo in a Constrained Space NeurIPS 2022 SAN: Stochastic Average Newton Algorithm for Minimizing Finite Sums AISTATS 2022 SAPD+: An Accelerated Stochastic Method for Nonconvex-Concave Minimax Problems NeurIPS 2022 Scalable and Efficient Non-adaptive Deterministic Group Testing NeurIPS 2022 Scalable and Memory-Efficient Algorithms for Controlling Networked Epidemic Processes Using Multiplicative Weights Update Method IJCAI 2022 Scalable Deep Reinforcement Learning Algorithms for Mean Field Games ICML 2022 Scalable design of Error-Correcting Output Codes using Discrete Optimization with Graph Coloring NeurIPS 2022 Scalable Distributional Robustness in a Class of Non-Convex Optimization with Guarantees NeurIPS 2022