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

QuPeD: Quantized Personalization via Distillation with Applications to Federated Learning NIPS 2021

Evaluating Gradient Inversion Attacks and Defenses in Federated Learning NIPS 2021

Differentially Private Federated Bayesian Optimization with Distributed Exploration NIPS 2021

Qu-ANTI-zation: Exploiting Quantization Artifacts for Achieving Adversarial Outcomes NIPS 2021

FjORD: Fair and Accurate Federated Learning under heterogeneous targets with Ordered Dropout NIPS 2021

Differentially Private Learning with Adaptive Clipping NIPS 2021

Federated Graph Classification over Non-IID Graphs NIPS 2021

Few-Round Learning for Federated Learning NIPS 2021

Federated-EM with heterogeneity mitigation and variance reduction NIPS 2021

Game of Gradients: Mitigating Irrelevant Clients in Federated Learning AAAI 2021

Personalized Cross-Silo Federated Learning on Non-IID Data AAAI 2021

On the Convergence of Communication-Efficient Local SGD for Federated Learning AAAI 2021

Ensemble Attention Distillation for Privacy-Preserving Federated Learning ICCV 2021

Collaborative Unsupervised Visual Representation Learning From Decentralized Data ICCV 2021

Communication-Efficient Agnostic Federated Averaging INTERSPEECH 2021

Privacy enabled Financial Text Classification using Differential Privacy and Federated Learning EMNLP 2021

Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation EMNLP 2021

FedSpeech: Federated Text-to-Speech with Continual Learning IJCAI 2021

Cooperative SGD: A Unified Framework for the Design and Analysis of Local-Update SGD Algorithms JMLR 2021

Model-Contrastive Federated Learning CVPR 2021

Multi-Institutional Collaborations for Improving Deep Learning-Based Magnetic Resonance Image Reconstruction Using Federated Learning CVPR 2021

LDP-FL: Practical Private Aggregation in Federated Learning with Local Differential Privacy IJCAI 2021

Local SGD: Unified Theory and New Efficient Methods AISTATS 2021

FedRec++: Lossless Federated Recommendation with Explicit Feedback AAAI 2021

Federated Learning for Non-IID Data via Unified Feature Learning and Optimization Objective Alignment ICCV 2021