← Keywords

federated learning

1320 papers

Explore in graph

Also known as

FCL FGL FL FL OR NULL FEDMD FEDA AFL PPFL PFL FEDDG FHGL

Co-occurring keywords

distributed learning (563) communication efficiency (297) model aggregation (156) differential privacy (1010) knowledge distillation (3680) data heterogeneity (112) non-iid datum (109) privacy preservation (376) model compression (3283) distributed optimization (275)

Papers

Wyner-Ziv Estimators: Efficient Distributed Mean Estimation with Side-Information AISTATS 2021
SecDD: Efficient and Secure Method for Remotely Training Neural Networks (Student Abstract) AAAI 2021
A Secure and Efficient Federated Learning Framework for NLP EMNLP 2021
Towards Flexible Device Participation in Federated Learning AISTATS 2021
Understanding Clinical Collaborations Through Federated Classifier Selection MLHC 2021
Oort: Efficient Federated Learning via Guided Participant Selection OSDI 2021
Breaking the centralized barrier for cross-device federated learning NIPS 2021
Federated Model Distillation with Noise-Free Differential Privacy IJCAI 2021
Free-rider Attacks on Model Aggregation in Federated Learning AISTATS 2021
Federated Learning with Sparsification-Amplified Privacy and Adaptive Optimization IJCAI 2021
Cross-Gradient Aggregation for Decentralized Learning from Non-IID Data ICML 2021
Defending against Backdoors in Federated Learning with Robust Learning Rate AAAI 2021
Federated Multi-Armed Bandits AAAI 2021
Federated Block Coordinate Descent Scheme for Learning Global and Personalized Models AAAI 2021
Toward Understanding the Influence of Individual Clients in Federated Learning AAAI 2021
Federated Multi-armed Bandits with Personalization AISTATS 2021
Exploiting Shared Representations for Personalized Federated Learning ICML 2021
Quasi-global Momentum: Accelerating Decentralized Deep Learning on Heterogeneous Data ICML 2021
FL-NTK: A Neural Tangent Kernel-based Framework for Federated Learning Analysis ICML 2021
Federated Learning with Compression: Unified Analysis and Sharp Guarantees AISTATS 2021
Shuffled Model of Differential Privacy in Federated Learning AISTATS 2021
Convergence and Accuracy Trade-Offs in Federated Learning and Meta-Learning AISTATS 2021
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space CVPR 2021
Federated Learning with Dynamic Transformer for Text to Speech INTERSPEECH 2021
On Data Efficiency of Meta-learning AISTATS 2021