Optimization

Federated Minimax Optimization: Improved Convergence Analyses and Algorithms ICML 2022 Federated Reinforcement Learning: Linear Speedup Under Markovian Sampling ICML 2022 Federated Submodel Optimization for Hot and Cold Data Features NeurIPS 2022 FedNest: Federated Bilevel, Minimax, and Compositional Optimization ICML 2022 FedNew: A Communication-Efficient and Privacy-Preserving Newton-Type Method for Federated Learning ICML 2022 FedNL: Making Newton-Type Methods Applicable to Federated Learning ICML 2022 Fedvarp: Tackling the variance due to partial client participation in federated learning UAI 2022 Feedback Gradient Descent: Efficient and Stable Optimization with Orthogonality for DNNs AAAI 2022 Finding Correlated Equilibrium of Constrained Markov Game: A Primal-Dual Approach NeurIPS 2022 Finding Good Configurations of Planar Primitives in Unorganized Point Clouds CVPR 2022 Finding Nontrivial Minimum Fixed Points in Discrete Dynamical Systems: Complexity, Special Case Algorithms and Heuristics AAAI 2022 Finding Second-Order Stationary Points in Nonconvex-Strongly-Concave Minimax Optimization NeurIPS 2022 Fine-grained Differentiable Physics: A Yarn-level Model for Fabrics ICLR 2022 Fine-tuning Language Models over Slow Networks using Activation Quantization with Guarantees NeurIPS 2022 Finite-Sum Coupled Compositional Stochastic Optimization: Theory and Applications ICML 2022 First-Order Convex Fitting and Its Application to Economics and Optimization AAAI 2022 Fisher Information Guidance for Learned Time-of-Flight Imaging CVPR 2022 Fisher SAM: Information Geometry and Sharpness Aware Minimisation ICML 2022 Fixing the Bethe approximation: How structural modifications in a graph improve belief propagation UAI 2022 Flexible Generation from Fragmentary Linguistic Input ACL 2022 Flowformer: Linearizing Transformers with Conservation Flows ICML 2022 FLS: A New Local Search Algorithm for K-means with Smaller Search Space IJCAI 2022 Focal Length and Object Pose Estimation via Render and Compare CVPR 2022 FOCUS: Flexible Optimizable Counterfactual Explanations for Tree Ensembles AAAI 2022 Focus on the Common Good: Group Distributional Robustness Follows ICLR 2022