Optimization

SplitNets: Designing Neural Architectures for Efficient Distributed Computing on Head-Mounted Systems CVPR 2022 SQuant: On-the-Fly Data-Free Quantization via Diagonal Hessian Approximation ICLR 2022 Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks NeurIPS 2022 Stability and Generalization for Markov Chain Stochastic Gradient Methods NeurIPS 2022 Stability Regularization for Discrete Representation Learning ICLR 2022 Stability vs Implicit Bias of Gradient Methods on Separable Data and Beyond COLT 2022 Stabilizing Off-Policy Deep Reinforcement Learning from Pixels ICML 2022 Stabilizing Q-learning with Linear Architectures for Provable Efficient Learning ICML 2022 Stable Classification JMLR 2022 Stable Long-Term Recurrent Video Super-Resolution CVPR 2022 Staged Training for Transformer Language Models ICML 2022 State Dependent Performative Prediction with Stochastic Approximation AISTATS 2022 Statistically-Guided Deep Network Transformation to Harness Heterogeneity in Space (Extended Abstract) IJCAI 2022 Statistical Optimality and Computational Efficiency of Nystrom Kernel PCA JMLR 2022 Steering vector correction in MVDR beamformer for speech enhancement Interspeech 2022 Stochastic Backpropagation: A Memory Efficient Strategy for Training Video Models CVPR 2022 Stochastic Continuous Submodular Maximization: Boosting via Non-oblivious Function ICML 2022 Stochastic DCA with Variance Reduction and Applications in Machine Learning JMLR 2022 Stochastic Extragradient: General Analysis and Improved Rates AISTATS 2022 Stochastic Reweighted Gradient Descent ICML 2022 Stochastic Second-Order Methods Improve Best-Known Sample Complexity of SGD for Gradient-Dominated Functions NeurIPS 2022 Stochastic smoothing of the top-K calibrated hinge loss for deep imbalanced classification ICML 2022 Stochastic subgradient for composite convex optimization with functional constraints JMLR 2022 Stochastic Training is Not Necessary for Generalization ICLR 2022 Stochastic Variance Reduced Ensemble Adversarial Attack for Boosting the Adversarial Transferability CVPR 2022