Optimization

Robustness to Unbounded Smoothness of Generalized SignSGD NeurIPS 2022 Robust Structured Declarative Classifiers for 3D Point Clouds: Defending Adversarial Attacks With Implicit Gradients CVPR 2022 Robust Training in High Dimensions via Block Coordinate Geometric Median Descent AISTATS 2022 ROOT-SGD: Sharp Nonasymptotics and Asymptotic Efficiency in a Single Algorithm COLT 2022 Sample-Efficient Iterative Lower Bound Optimization of Deep Reactive Policies for Planning in Continuous MDPs AAAI 2022 SAN: Stochastic Average Newton Algorithm for Minimizing Finite Sums AISTATS 2022 Scale-invariant Learning by Physics Inversion NeurIPS 2022 Secure Distributed Training at Scale ICML 2022 Self-Normalized Importance Sampling for Neural Language Modeling Interspeech 2022 SGD with Coordinate Sampling: Theory and Practice JMLR 2022 Sharp Bounds for Federated Averaging (Local SGD) and Continuous Perspective AISTATS 2022 Sharper Rates for Separable Minimax and Finite Sum Optimization via Primal-Dual Extragradient Methods COLT 2022 Sketching as a Tool for Understanding and Accelerating Self-attention for Long Sequences NAACL 2022 Smooth Maximum Unit: Smooth Activation Function for Deep Networks Using Smoothing Maximum Technique CVPR 2022 Spline-PINN: Approaching PDEs without Data Using Fast, Physics-Informed Hermite-Spline CNNs AAAI 2022 STGN: an Implicit Regularization Method for Learning with Noisy Labels in Natural Language Processing EMNLP 2022 Stochastic DCA with Variance Reduction and Applications in Machine Learning JMLR 2022 Stochastic Second-Order Methods Improve Best-Known Sample Complexity of SGD for Gradient-Dominated Functions NeurIPS 2022 Stochastic Variance Reduced Ensemble Adversarial Attack for Boosting the Adversarial Transferability CVPR 2022 Structural Pruning via Latency-Saliency Knapsack NeurIPS 2022 Subspace Adversarial Training CVPR 2022 Surrogate Gap Minimization Improves Sharpness-Aware Training ICLR 2022 Taylor-Lagrange Neural Ordinary Differential Equations: Toward Fast Training and Evaluation of Neural ODEs IJCAI 2022 Tencent’s Multilingual Machine Translation System for WMT22 Large-Scale African Languages EMNLP 2022 Tensor Wheel Decomposition and Its Tensor Completion Application NeurIPS 2022