Federated Learning

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 Decentralised Learning from Independent Multi-Domain Labels for Person Re-Identification AAAI 2021 Decentralized Stochastic Gradient Langevin Dynamics and Hamiltonian Monte Carlo JMLR 2021 DeepReduce: A Sparse-tensor Communication Framework for Federated Deep Learning NeurIPS 2021 Differentially Private Learning with Adaptive Clipping NeurIPS 2021 Distantly Supervised Relation Extraction in Federated Settings EMNLP 2021 Distributed Machine Learning with Sparse Heterogeneous Data NeurIPS 2021 Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation EMNLP 2021 Ensemble Attention Distillation for Privacy-Preserving Federated Learning ICCV 2021 Exploiting Shared Representations for Personalized Federated Learning ICML 2021 FATE: An Industrial Grade Platform for Collaborative Learning With Data Protection JMLR 2021 FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space CVPR 2021 Federated Composite Optimization ICML 2021 Federated Continual Learning with Weighted Inter-client Transfer ICML 2021 Federated Deep AUC Maximization for Hetergeneous Data with a Constant Communication Complexity ICML 2021 Federated f-Differential Privacy AISTATS 2021 Federated Graph Classification over Non-IID Graphs NeurIPS 2021 Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing NeurIPS 2021 Federated Learning for Non-IID Data via Unified Feature Learning and Optimization Objective Alignment ICCV 2021 Federated Learning of User Verification Models Without Sharing Embeddings ICML 2021 Federated Learning under Arbitrary Communication Patterns ICML 2021 Federated Learning with Fair Averaging IJCAI 2021 Federated Learning with Sparsification-Amplified Privacy and Adaptive Optimization IJCAI 2021