gradient descent

Convex and Non-convex Optimization Under Generalized Smoothness NeurIPS 2023 Decentralized Matrix Sensing: Statistical Guarantees and Fast Convergence NeurIPS 2023 Deep Neural Collapse Is Provably Optimal for the Deep Unconstrained Features Model NeurIPS 2023 DIFF2: Differential Private Optimization via Gradient Differences for Nonconvex Distributed Learning ICML 2023 Differentiable Clustering with Perturbed Spanning Forests NeurIPS 2023 Differentiable Instruction Optimization for Cross-Task Generalization ACL 2023 DiffTune$^+$: Hyperparameter-Free Auto-Tuning using Auto-Differentiation L4DC 2023 Direction-oriented Multi-objective Learning: Simple and Provable Stochastic Algorithms NeurIPS 2023 Domain Generalization Guided by Gradient Signal to Noise Ratio of Parameters ICCV 2023 Don’t blame Dataset Shift! Shortcut Learning due to Gradients and Cross Entropy NeurIPS 2023 DOT: A Distillation-Oriented Trainer ICCV 2023 DoWG Unleashed: An Efficient Universal Parameter-Free Gradient Descent Method NeurIPS 2023 Efficient Convex Optimization Requires Superlinear Memory (Extended Abstract) IJCAI 2023 Elastic Gradient Descent, an Iterative Optimization Method Approximating the Solution Paths of the Elastic Net JMLR 2023 Explicit Regularization in Overparametrized Models via Noise Injection AISTATS 2023 Exploiting hidden structures in non-convex games for convergence to Nash equilibrium NeurIPS 2023 Extending Kernel PCA through Dualization: Sparsity, Robustness and Fast Algorithms ICML 2023 FAMO: Fast Adaptive Multitask Optimization NeurIPS 2023 Fast Federated Machine Unlearning with Nonlinear Functional Theory ICML 2023 Fast Optimal Transport through Sliced Generalized Wasserstein Geodesics NeurIPS 2023 Federated Compositional Deep AUC Maximization NeurIPS 2023 Federated Multi-Objective Learning NeurIPS 2023 FedMDFG: Federated Learning with Multi-Gradient Descent and Fair Guidance AAAI 2023 Fisher-Legendre (FishLeg) optimization of deep neural networks ICLR 2023 Fix-A-Step: Semi-supervised Learning From Uncurated Unlabeled Data AISTATS 2023