Federated Learning

CaPC Learning: Confidential and Private Collaborative Learning ICLR 2021 Collaborative Classification from Noisy Labels AISTATS 2021 Collaborative Novelty Detection for Distributed Data by a Probabilistic Method ACML 2021 Collaborative Optimization and Aggregation for Decentralized Domain Generalization and Adaptation ICCV 2021 Communication-Aware Collaborative Learning AAAI 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 CRFL: Certifiably Robust Federated Learning against Backdoor Attacks ICML 2021 Cross-Gradient Aggregation for Decentralized Learning from Non-IID Data ICML 2021 Data-Free Knowledge Distillation for Heterogeneous Federated Learning ICML 2021 Debiasing Model Updates for Improving Personalized Federated Training ICML 2021 Decentralized Sharing and Valuation of Fleet Robotic Data CoRL 2021 Decentralized Stochastic Gradient Langevin Dynamics and Hamiltonian Monte Carlo JMLR 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 DG-LMC: A Turn-key and Scalable Synchronous Distributed MCMC Algorithm via Langevin Monte Carlo within Gibbs ICML 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 Differentially Private Model Personalization NeurIPS 2021 Distantly Supervised Relation Extraction in Federated Settings EMNLP 2021 Distributed Machine Learning with Sparse Heterogeneous Data NeurIPS 2021 Ditto: Fair and Robust Federated Learning Through Personalization ICML 2021