Federated Learning

Learn From Others and Be Yourself in Heterogeneous Federated Learning CVPR 2022 Learning to Attack Federated Learning: A Model-based Reinforcement Learning Attack Framework NeurIPS 2022 Learning to Coordinate in Multi-Agent Systems: A Coordinated Actor-Critic Algorithm and Finite-Time Guarantees L4DC 2022 Learn Locally, Correct Globally: A Distributed Algorithm for Training Graph Neural Networks ICLR 2022 Local Learning Matters: Rethinking Data Heterogeneity in Federated Learning CVPR 2022 Local SGD Optimizes Overparameterized Neural Networks in Polynomial Time AISTATS 2022 Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated Setting IJCAI 2022 Multi-Level Branched Regularization for Federated Learning ICML 2022 Near-Optimal Private and Scalable k-Clustering NeurIPS 2022 Neural Tangent Kernel Empowered Federated Learning ICML 2022 On Bridging Generic and Personalized Federated Learning for Image Classification ICLR 2022 On Convergence of FedProx: Local Dissimilarity Invariant Bounds, Non-smoothness and Beyond NeurIPS 2022 On Divergence Measures for Bayesian Pseudocoresets NeurIPS 2022 On Privacy and Personalization in Cross-Silo Federated Learning NeurIPS 2022 On Sample Optimality in Personalized Collaborative and Federated Learning NeurIPS 2022 On the Convergence of Local Stochastic Compositional Gradient Descent with Momentum ICML 2022 Optimal Gradient Sliding and its Application to Optimal Distributed Optimization Under Similarity NeurIPS 2022 Orchestra: Unsupervised Federated Learning via Globally Consistent Clustering ICML 2022 Outsourcing Training without Uploading Data via Efficient Collaborative Open-Source Sampling NeurIPS 2022 Personalization Improves Privacy-Accuracy Tradeoffs in Federated Learning ICML 2022 Personalized Federated Learning through Local Memorization ICML 2022 Personalized Federated Learning towards Communication Efficiency, Robustness and Fairness NeurIPS 2022 Personalized Federated Learning via Variational Bayesian Inference ICML 2022 Personalized Federated Learning With a Graph IJCAI 2022 Personalized Federated Learning with Contextualized Generalization IJCAI 2022