federated learning

1320 papers

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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

Virtual Homogeneity Learning: Defending against Data Heterogeneity in Federated Learning ICML 2022

Generalized Federated Learning via Sharpness Aware Minimization ICML 2022

Federated Learning with Partial Model Personalization ICML 2022

ProxSkip: Yes! Local Gradient Steps Provably Lead to Communication Acceleration! Finally! ICML 2022

Disentangled Federated Learning for Tackling Attributes Skew via Invariant Aggregation and Diversity Transferring ICML 2022

Transfer Learning In Differential Privacy’s Hybrid-Model ICML 2022

Multi-Level Branched Regularization for Federated Learning ICML 2022

Accelerated Federated Learning with Decoupled Adaptive Optimization ICML 2022

Federated Learning with Buffered Asynchronous Aggregation AISTATS 2022

DAdaQuant: Doubly-adaptive quantization for communication-efficient Federated Learning ICML 2022

On the Convergence of Local Stochastic Compositional Gradient Descent with Momentum ICML 2022

FedNew: A Communication-Efficient and Privacy-Preserving Newton-Type Method for Federated Learning ICML 2022

Basis Matters: Better Communication-Efficient Second Order Methods for Federated Learning AISTATS 2022

Resource-Adaptive Federated Learning with All-In-One Neural Composition NIPS 2022

Fairness in Federated Learning via Core-Stability NIPS 2022

DReS-FL: Dropout-Resilient Secure Federated Learning for Non-IID Clients via Secret Data Sharing NIPS 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

Learning to Attack Federated Learning: A Model-based Reinforcement Learning Attack Framework NIPS 2022

FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks NAACL 2022

Semi-FedSER: Semi-supervised Learning for Speech Emotion Recognition On Federated Learning using Multiview Pseudo-Labeling INTERSPEECH 2022

FedSoft: Soft Clustered Federated Learning with Proximal Local Updating AAAI 2022

Iterated Vector Fields and Conservatism, with Applications to Federated Learning ALT 2022

Infinitely Divisible Noise in the Low Privacy Regime ALT 2022

A Simple and Provably Efficient Algorithm for Asynchronous Federated Contextual Linear Bandits NIPS 2022