Optimization

Stochastic Variance Reduction for Variational Inequality Methods COLT 2022 Stochastic Zeroth-Order Optimization under Nonstationarity and Nonconvexity JMLR 2022 Strategies to Improve Robustness of Target Speech Extraction to Enrollment Variations Interspeech 2022 Strategy Proof Mechanisms for Facility Location with Capacity Limits IJCAI 2022 Streaming Align-Refine for Non-autoregressive Deliberation Interspeech 2022 Strength of Minibatch Noise in SGD ICLR 2022 Structural Analysis of Branch-and-Cut and the Learnability of Gomory Mixed Integer Cuts NeurIPS 2022 Structural Pruning via Latency-Saliency Knapsack NeurIPS 2022 Structured Energy Network As a Loss NeurIPS 2022 Structured Multi-task Learning for Molecular Property Prediction AISTATS 2022 Sublinear time algorithms for greedy selection in high dimensions UAI 2022 SUMNAS: Supernet with Unbiased Meta-Features for Neural Architecture Search ICLR 2022 Sum of Ranked Range Loss for Supervised Learning JMLR 2022 Supervising the Multi-Fidelity Race of Hyperparameter Configurations NeurIPS 2022 Supported Policy Optimization for Offline Reinforcement Learning NeurIPS 2022 Surprising Instabilities in Training Deep Networks and a Theoretical Analysis NeurIPS 2022 Surrogate Gap Minimization Improves Sharpness-Aware Training ICLR 2022 Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks ICLR 2022 Symbolic Learning to Optimize: Towards Interpretability and Scalability ICLR 2022 SymForce: Symbolic Computation and Code Generation for Robotics RSS 2022 Symmetric-Light Photometric Stereo WACV 2022 Symmetry Teleportation for Accelerated Optimization NeurIPS 2022 Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization NeurIPS 2022 Synchronous Refinement for Neural Machine Translation ACL 2022 Syne Tune: A Library for Large Scale Hyperparameter Tuning and Reproducible Research AutoML 2022