Optimization

Neural Collapse with Normalized Features: A Geometric Analysis over the Riemannian Manifold NeurIPS 2022 Neural Data-Dependent Transform for Learned Image Compression CVPR 2022 Neural Stochastic Dual Dynamic Programming ICLR 2022 NODEO: A Neural Ordinary Differential Equation Based Optimization Framework for Deformable Image Registration CVPR 2022 Noise Regularizes Over-parameterized Rank One Matrix Recovery, Provably AISTATS 2022 Non-Autoregressive Machine Translation: It’s Not as Fast as it Seems NAACL 2022 Non-Convex Optimization with Certificates and Fast Rates Through Kernel Sums of Squares COLT 2022 Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation CVPR 2022 No Parameters Left Behind: Sensitivity Guided Adaptive Learning Rate for Training Large Transformer Models ICLR 2022 NysADMM: faster composite convex optimization via low-rank approximation ICML 2022 On Acceleration for Convex Composite Minimization with Noise-Corrupted Gradients and Approximate Proximal Mapping JMLR 2022 On Biased Stochastic Gradient Estimation JMLR 2022 On Convergence of FedProx: Local Dissimilarity Invariant Bounds, Non-smoothness and Beyond NeurIPS 2022 On Learning Fairness and Accuracy on Multiple Subgroups NeurIPS 2022 On Numerical Integration in Neural Ordinary Differential Equations ICML 2022 On the Convergence of Decentralized Adaptive Gradient Methods ACML 2022 On the Convergence of mSGD and AdaGrad for Stochastic Optimization ICLR 2022 On the Impact of Spurious Correlation for Out-of-Distribution Detection AAAI 2022 On the Practical Robustness of the Nesterov’s Accelerated Quasi-Newton Method AAAI 2022 On the SDEs and Scaling Rules for Adaptive Gradient Algorithms NeurIPS 2022 Optimal and Adaptive Monteiro-Svaiter Acceleration NeurIPS 2022 Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning NeurIPS 2022 Optimal Clipping and Magnitude-aware Differentiation for Improved Quantization-aware Training ICML 2022 Optimally Controllable Perceptual Lossy Compression ICML 2022 Optimal Transport-based Identity Matching for Identity-invariant Facial Expression Recognition NeurIPS 2022