Federated Learning

Moshpit SGD: Communication-Efficient Decentralized Training on Heterogeneous Unreliable Devices NeurIPS 2021 Multi-Institutional Collaborations for Improving Deep Learning-Based Magnetic Resonance Image Reconstruction Using Federated Learning CVPR 2021 Near Optimal Distributed Learning of Halfspaces with Two Parties COLT 2021 On Data Efficiency of Meta-learning AISTATS 2021 One for One, or All for All: Equilibria and Optimality of Collaboration in Federated Learning ICML 2021 One-Shot Federated Learning: Theoretical Limits and Algorithms to Achieve Them JMLR 2021 On Large-Cohort Training for Federated Learning NeurIPS 2021 On the Convergence of Communication-Efficient Local SGD for Federated Learning AAAI 2021 Oort: Efficient Federated Learning via Guided Participant Selection OSDI 2021 PartialFed: Cross-Domain Personalized Federated Learning via Partial Initialization NeurIPS 2021 Personalized Cross-Silo Federated Learning on Non-IID Data AAAI 2021 Practical and Private (Deep) Learning Without Sampling or Shuffling ICML 2021 Practical One-Shot Federated Learning for Cross-Silo Setting IJCAI 2021 Privacy enabled Financial Text Classification using Differential Privacy and Federated Learning EMNLP 2021 Privacy-Preserving Collaborative Learning With Automatic Transformation Search CVPR 2021 Private Alternating Least Squares: Practical Private Matrix Completion with Tighter Rates ICML 2021 Regularized Mutual Learning for Personalized Federated Learning ACML 2021 Soteria: Provable Defense Against Privacy Leakage in Federated Learning From Representation Perspective CVPR 2021 The Skellam Mechanism for Differentially Private Federated Learning NeurIPS 2021 Towards Flexible Device Participation in Federated Learning AISTATS 2021 Uni-FedRec: A Unified Privacy-Preserving News Recommendation Framework for Model Training and Online Serving EMNLP 2021 Wyner-Ziv Estimators: Efficient Distributed Mean Estimation with Side-Information AISTATS 2021 Zero-Shot Federated Learning with New Classes for Audio Classification Interspeech 2021 A Federated Approach in Training Acoustic Models Interspeech 2020 A Multi-player Game for Studying Federated Learning Incentive Schemes IJCAI 2020