Federated Learning

Layer-Wised Model Aggregation for Personalized Federated Learning CVPR 2022 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 Collaborate in Decentralized Learning of Personalized Models CVPR 2022 Learning to Coordinate in Multi-Agent Systems: A Coordinated Actor-Critic Algorithm and Finite-Time Guarantees L4DC 2022 Mean Estimation with User-level Privacy under Data Heterogeneity NeurIPS 2022 Muffliato: Peer-to-Peer Privacy Amplification for Decentralized Optimization and Averaging NeurIPS 2022 Neurotoxin: Durable Backdoors in Federated Learning ICML 2022 On Convergence of FedProx: Local Dissimilarity Invariant Bounds, Non-smoothness and Beyond NeurIPS 2022 On Privacy and Personalization in Cross-Silo Federated Learning NeurIPS 2022 On the Convergence of Local Stochastic Compositional Gradient Descent with Momentum ICML 2022 Optimal Accounting of Differential Privacy via Characteristic Function AISTATS 2022 Orchestra: Unsupervised Federated Learning via Globally Consistent Clustering ICML 2022 Outsourcing Training without Uploading Data via Efficient Collaborative Open-Source Sampling NeurIPS 2022 Parallel MCMC Without Embarrassing Failures AISTATS 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 Online Federated Learning with Multiple Kernels NeurIPS 2022 pFL-Bench: A Comprehensive Benchmark for Personalized Federated Learning NeurIPS 2022 Poisoning Deep Learning Based Recommender Model in Federated Learning Scenarios IJCAI 2022 Pretrained Models for Multilingual Federated Learning NAACL 2022 Privacy Amplification by Decentralization AISTATS 2022 Probabilistic Fusion of Neural Networks that Incorporates Global Information ACML 2022 Production federated keyword spotting via distillation, filtering, and joint federated-centralized training Interspeech 2022