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Federated Learning

497 directly classified papers

Papers per year

Papers

Class-Wise Adaptive Self Distillation for Federated Learning on Non-IID Data (Student Abstract) AAAI 2022
BEER: Fast $O(1/T)$ Rate for Decentralized Nonconvex Optimization with Communication Compression NIPS 2022
Asymptotic Behaviors of Projected Stochastic Approximation: A Jump Diffusion Perspective NIPS 2022
Learning to Attack Federated Learning: A Model-based Reinforcement Learning Attack Framework NIPS 2022
Decentralized Local Stochastic Extra-Gradient for Variational Inequalities NIPS 2022
FedSR: A Simple and Effective Domain Generalization Method for Federated Learning NIPS 2022
QLSD: Quantised Langevin Stochastic Dynamics for Bayesian Federated Learning AISTATS 2022
Privacy Amplification by Decentralization AISTATS 2022
Optimal Accounting of Differential Privacy via Characteristic Function AISTATS 2022
FedProto: Federated Prototype Learning across Heterogeneous Clients AAAI 2022
Backdoor Attacks in Federated Learning by Rare Embeddings and Gradient Ensembling EMNLP 2022
Federated Learning with Noisy User Feedback NAACL 2022
ActPerFL: Active Personalized Federated Learning ACL 2022
APRIL: Finding the Achilles' Heel on Privacy for Vision Transformers CVPR 2022
FedDC: Federated Learning With Non-IID Data via Local Drift Decoupling and Correction CVPR 2022
Basis Matters: Better Communication-Efficient Second Order Methods for Federated Learning AISTATS 2022
Disentangled Federated Learning for Tackling Attributes Skew via Invariant Aggregation and Diversity Transferring ICML 2022
The Poisson Binomial Mechanism for Unbiased Federated Learning with Secure Aggregation ICML 2022
The Fundamental Price of Secure Aggregation in Differentially Private Federated Learning ICML 2022
Dim-Krum: Backdoor-Resistant Federated Learning for NLP with Dimension-wise Krum-Based Aggregation EMNLP 2022
Escaping Saddle Points with Bias-Variance Reduced Local Perturbed SGD for Communication Efficient Nonconvex Distributed Learning NIPS 2022
Communication-Efficient Adaptive Federated Learning ICML 2022
Fishing for User Data in Large-Batch Federated Learning via Gradient Magnification ICML 2022
Anarchic Federated Learning ICML 2022
QSFL: A Two-Level Uplink Communication Optimization Framework for Federated Learning ICML 2022