Optimization

Stability and Generalization of Stochastic Gradient Methods for Minimax Problems ICML 2021 Stabilizing Q Learning Via Soft Mellowmax Operator AAAI 2021 Stable Adversarial Learning under Distributional Shifts AAAI 2021 StableEmit: Selection Probability Discount for Reducing Emission Latency of Streaming Monotonic Attention ASR Interspeech 2021 Stable Neural ODE with Lyapunov-Stable Equilibrium Points for Defending Against Adversarial Attacks NeurIPS 2021 State-Wise Adaptive Discounting from Experience (SADE): A Novel Discounting Scheme for Reinforcement Learning (Student Abstract) AAAI 2021 Statistical guarantees for local graph clustering JMLR 2021 Step-Ahead Error Feedback for Distributed Training with Compressed Gradient AAAI 2021 StereoRel: Relational Triple Extraction from a Stereoscopic Perspective ACL 2021 STL-SGD: Speeding Up Local SGD with Stagewise Communication Period AAAI 2021 Stochastic Anderson Mixing for Nonconvex Stochastic Optimization NeurIPS 2021 Stochastic Attention Head Removal: A Simple and Effective Method for Improving Transformer Based ASR Models Interspeech 2021 Stochastic Bias-Reduced Gradient Methods NeurIPS 2021 Stochastic Gradient Descent-Ascent and Consensus Optimization for Smooth Games: Convergence Analysis under Expected Co-coercivity NeurIPS 2021 Stochastic Online Linear Regression: the Forward Algorithm to Replace Ridge NeurIPS 2021 Stochastic Optimization of Areas Under Precision-Recall Curves with Provable Convergence NeurIPS 2021 Stochastic Polyak Step-size for SGD: An Adaptive Learning Rate for Fast Convergence AISTATS 2021 Stochastic Proximal AUC Maximization JMLR 2021 Stochastic Proximal Methods for Non-Smooth Non-Convex Constrained Sparse Optimization JMLR 2021 Stochastic Shortest Path: Minimax, Parameter-Free and Towards Horizon-Free Regret NeurIPS 2021 Stochastic Sign Descent Methods: New Algorithms and Better Theory ICML 2021 Stochastic Whitening Batch Normalization CVPR 2021 Storchastic: A Framework for General Stochastic Automatic Differentiation NeurIPS 2021 STORM+: Fully Adaptive SGD with Recursive Momentum for Nonconvex Optimization NeurIPS 2021 Strategic Classification Made Practical ICML 2021