federated learning

PartialFed: Cross-Domain Personalized Federated Learning via Partial Initialization NeurIPS 2021 Personalized Cross-Silo Federated Learning on Non-IID Data AAAI 2021 Personalized Federated Learning using Hypernetworks ICML 2021 Personalized Federated Learning with First Order Model Optimization ICLR 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 Provably Secure Federated Learning against Malicious Clients AAAI 2021 Qu-ANTI-zation: Exploiting Quantization Artifacts for Achieving Adversarial Outcomes NeurIPS 2021 Quasi-global Momentum: Accelerating Decentralized Deep Learning on Heterogeneous Data ICML 2021 QuPeD: Quantized Personalization via Distillation with Applications to Federated Learning NeurIPS 2021 Regularized Mutual Learning for Personalized Federated Learning ACML 2021 Renyi Differential Privacy of The Subsampled Shuffle Model In Distributed Learning NeurIPS 2021 Revealing and Protecting Labels in Distributed Training NeurIPS 2021 R-GAP: Recursive Gradient Attack on Privacy ICLR 2021 Robust and differentially private mean estimation NeurIPS 2021 Sageflow: Robust Federated Learning against Both Stragglers and Adversaries NeurIPS 2021 SecDD: Efficient and Secure Method for Remotely Training Neural Networks (Student Abstract) AAAI 2021 See Through Gradients: Image Batch Recovery via GradInversion CVPR 2021 Shuffled Model of Differential Privacy in Federated Learning AISTATS 2021 Soteria: Provable Defense Against Privacy Leakage in Federated Learning From Representation Perspective CVPR 2021 STEM: A Stochastic Two-Sided Momentum Algorithm Achieving Near-Optimal Sample and Communication Complexities for Federated Learning NeurIPS 2021 Subgraph Federated Learning with Missing Neighbor Generation NeurIPS 2021 The Distributed Discrete Gaussian Mechanism for Federated Learning with Secure Aggregation ICML 2021 The Impact of Record Linkage on Learning from Feature Partitioned Data ICML 2021