Optimization

New Projection-free Algorithms for Online Convex Optimization with Adaptive Regret Guarantees COLT 2022 NICE: Robust Scheduling through Reinforcement Learning-Guided Integer Programming AAAI 2022 NODEO: A Neural Ordinary Differential Equation Based Optimization Framework for Deformable Image Registration CVPR 2022 Noise Handling in Data-driven Predictive Control: A Strategy Based on Dynamic Mode Decomposition L4DC 2022 Noise Regularizes Over-parameterized Rank One Matrix Recovery, Provably AISTATS 2022 Noisy Riemannian Gradient Descent for Eigenvalue Computation with Application to Inexact Stochastic Recursive Gradient Algorithm ACML 2022 Non-Autoregressive Neural Machine Translation: A Call for Clarity EMNLP 2022 Non-Autoregressive Sequence Generation ACL 2022 Non-Convex Bilevel Games with Critical Point Selection Maps NeurIPS 2022 Nonconvex Matrix Completion with Linearly Parameterized Factors JMLR 2022 Non-convex online learning via algorithmic equivalence NeurIPS 2022 Non-Convex Optimization with Certificates and Fast Rates Through Kernel Sums of Squares COLT 2022 Non-Iterative Recovery From Nonlinear Observations Using Generative Models CVPR 2022 Nonnegative Low-Rank Tensor Completion via Dual Formulation With Applications to Image and Video Completion WACV 2022 Nonparametric adaptive control and prediction: theory and randomized algorithms JMLR 2022 Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation CVPR 2022 No-regret learning in games with noisy feedback: Faster rates and adaptivity via learning rate separation NeurIPS 2022 Normalizing Mutual Information for Robust Adaptive Training for Translation EMNLP 2022 Not All Parameters Should Be Treated Equally: Deep Safe Semi-supervised Learning under Class Distribution Mismatch AAAI 2022 Not All Poisons are Created Equal: Robust Training against Data Poisoning ICML 2022 Novel Min-Max Reformulations of Linear Inverse Problems JMLR 2022 Numerical Optimizations for Weighted Low-rank Estimation on Language Models EMNLP 2022 Nystrom Regularization for Time Series Forecasting JMLR 2022 Objective Metrics to Evaluate Residual-Echo Suppression During Double-Talk in the Stereophonic Case Interspeech 2022 Object Representations as Fixed Points: Training Iterative Refinement Algorithms with Implicit Differentiation NeurIPS 2022