federated learning

Breaking the centralized barrier for cross-device federated learning NeurIPS 2021 Byzantine-Resilient High-Dimensional SGD with Local Iterations on Heterogeneous Data ICML 2021 CANITA: Faster Rates for Distributed Convex Optimization with Communication Compression NeurIPS 2021 CaPC Learning: Confidential and Private Collaborative Learning ICLR 2021 Clustered Sampling: Low-Variance and Improved Representativity for Clients Selection in Federated Learning ICML 2021 Collaborative Unsupervised Visual Representation Learning From Decentralized Data ICCV 2021 Communication-Efficient Agnostic Federated Averaging Interspeech 2021 Communication-efficient and Scalable Decentralized Federated Edge Learning IJCAI 2021 Constrained differentially private federated learning for low-bandwidth devices UAI 2021 Convergence and Accuracy Trade-Offs in Federated Learning and Meta-Learning AISTATS 2021 Cooperative SGD: A Unified Framework for the Design and Analysis of Local-Update SGD Algorithms JMLR 2021 CRFL: Certifiably Robust Federated Learning against Backdoor Attacks ICML 2021 Cross-Gradient Aggregation for Decentralized Learning from Non-IID Data ICML 2021 Curse or Redemption? How Data Heterogeneity Affects the Robustness of Federated Learning AAAI 2021 Data-Free Knowledge Distillation for Heterogeneous Federated Learning ICML 2021 Debiasing Model Updates for Improving Personalized Federated Training ICML 2021 Decentralised Learning from Independent Multi-Domain Labels for Person Re-Identification AAAI 2021 Decentralized Sharing and Valuation of Fleet Robotic Data CoRL 2021 DeepReduce: A Sparse-tensor Communication Framework for Federated Deep Learning NeurIPS 2021 Defending against Backdoors in Federated Learning with Robust Learning Rate AAAI 2021 Delayed Gradient Averaging: Tolerate the Communication Latency for Federated Learning NeurIPS 2021 Differentially Private and Communication Efficient Collaborative Learning AAAI 2021 Differentially Private Federated Bayesian Optimization with Distributed Exploration NeurIPS 2021 Differentially Private Learning with Adaptive Clipping NeurIPS 2021 Distantly Supervised Relation Extraction in Federated Settings EMNLP 2021