Optimization

Safe Control with Neural Network Dynamic Models L4DC 2022 Safe Exploration for Efficient Policy Evaluation and Comparison ICML 2022 Safe Online Convex Optimization with Unknown Linear Safety Constraints AAAI 2022 Safe Optimal Design with Applications in Off-Policy Learning AISTATS 2022 Safe Robot Learning in Assistive Devices through Neural Network Repair CoRL 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 Complexity of Robust Reinforcement Learning with a Generative Model AISTATS 2022 Sample Efficiency Matters: A Benchmark for Practical Molecular Optimization NeurIPS 2022 Sample-Efficient Iterative Lower Bound Optimization of Deep Reactive Policies for Planning in Continuous MDPs AAAI 2022 Sample-Then-Optimize Batch Neural Thompson Sampling NeurIPS 2022 Sampling and Counting Acyclic Orientations in Chordal Graphs (Student Abstract) AAAI 2022 Sampling-Based Approximations to Minimum Bayes Risk Decoding for Neural Machine Translation EMNLP 2022 Sampling in Constrained Domains with Orthogonal-Space Variational Gradient Descent NeurIPS 2022 Sampling without Replacement Leads to Faster Rates in Finite-Sum Minimax Optimization NeurIPS 2022 Sandwich Batch Normalization: A Drop-In Replacement for Feature Distribution Heterogeneity WACV 2022 SAN: Stochastic Average Newton Algorithm for Minimizing Finite Sums AISTATS 2022 SAPD+: An Accelerated Stochastic Method for Nonconvex-Concave Minimax Problems NeurIPS 2022 Saute RL: Almost Surely Safe Reinforcement Learning Using State Augmentation ICML 2022 SC2-PCR: A Second Order Spatial Compatibility for Efficient and Robust Point Cloud Registration CVPR 2022 Scalable and Memory-Efficient Algorithms for Controlling Networked Epidemic Processes Using Multiplicative Weights Update Method IJCAI 2022 Scalable Computation of Causal Bounds ICML 2022 Scalable ML Methods to Optimize KPIs in Real-World Manufacturing Processes IJCAI 2022 Scalable One-Pass Optimisation of High-Dimensional Weight-Update Hyperparameters by Implicit Differentiation ICLR 2022