Communication-Efficient Federated Learning for Wireless Edge Intelligence in IoT Jul 1, 2020 Edge-computing Federated Learning
Code Code Available Federated Mutual Learning Jun 27, 2020 Federated Learning
Code Code Available Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint Learning Jun 22, 2020 Federated Learning
Code Code Available Free-rider Attacks on Model Aggregation in Federated Learning Jun 21, 2020 Federated Learning
Code Code Available Federated Learning Meets Multi-objective Optimization Jun 20, 2020 Fairness Federated Learning
Code Code Available A Better Alternative to Error Feedback for Communication-Efficient Distributed Learning Jun 19, 2020 Federated Learning Stochastic Optimization
Code Code Available FedCD: Improving Performance in non-IID Federated Learning Jun 17, 2020 Federated Learning
Code Code Available Personalized Federated Learning with Moreau Envelopes Jun 16, 2020 Diversity Federated Learning
Code Code Available Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing Jun 16, 2020 Distributed Optimization Federated Learning
Code Code Available The OARF Benchmark Suite: Characterization and Implications for Federated Learning Systems Jun 14, 2020 Federated Learning
Code Code Available Locally Private Graph Neural Networks Jun 9, 2020 Federated Learning Node Classification
Code Code Available ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing Jun 8, 2020 CPU Federated Learning
Code Code Available An Efficient Framework for Clustered Federated Learning Jun 7, 2020 Clustering Federated Learning
Code Code Available UVeQFed: Universal Vector Quantization for Federated Learning Jun 5, 2020 Federated Learning Quantization
Code Code Available A Distributed Trust Framework for Privacy-Preserving Machine Learning Jun 3, 2020 BIG-bench Machine Learning Data Poisoning
Code Code Available Continual Local Training for Better Initialization of Federated Models May 26, 2020 Federated Learning
Code Code Available FedPD: A Federated Learning Framework with Optimal Rates and Adaptivity to Non-IID Data May 22, 2020 Federated Learning
Code Code Available Pretraining Federated Text Models for Next Word Prediction May 11, 2020 Federated Learning Prediction
Code Code Available Multi-Center Federated Learning: Clients Clustering for Better Personalization May 3, 2020 Clustering Federated Learning
Code Code Available DBA: Distributed Backdoor Attacks against Federated Learning May 1, 2020 Backdoor Attack Feature Importance
Code Code Available Omnidirectional Transfer for Quasilinear Lifelong Learning Apr 27, 2020 Federated Learning Lifelong learning
Code Code Available Exploiting Defenses against GAN-Based Feature Inference Attacks in Federated Learning Apr 27, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available Federated Transfer Learning for EEG Signal Classification Apr 26, 2020 Classification Domain Adaptation
Code Code Available SplitFed: When Federated Learning Meets Split Learning Apr 25, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available Towards Non-I.I.D. and Invisible Data with FedNAS: Federated Deep Learning via Neural Architecture Search Apr 18, 2020 Federated Learning Neural Architecture Search
Code Code Available Lightwave Power Transfer for Federated Learning-based Wireless Networks Apr 11, 2020 Federated Learning
Code Code Available FedMAX: Mitigating Activation Divergence for Accurate and Communication-Efficient Federated Learning Apr 7, 2020 Federated Learning
Code Code Available A Blockchain-based Decentralized Federated Learning Framework with Committee Consensus Apr 2, 2020 Federated Learning
Code Code Available Inverting Gradients -- How easy is it to break privacy in federated learning? Mar 31, 2020 Federated Learning
Code Code Available End-to-End Evaluation of Federated Learning and Split Learning for Internet of Things Mar 30, 2020 Federated Learning
Code Code Available Privacy-Preserving News Recommendation Model Learning Mar 21, 2020 Articles Federated Learning
Code Code Available Privacy-preserving Traffic Flow Prediction: A Federated Learning Approach Mar 19, 2020 Clustering Federated Learning
Code Code Available Ternary Compression for Communication-Efficient Federated Learning Mar 7, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available Federated Continual Learning with Weighted Inter-client Transfer Mar 6, 2020 Continual Learning Federated Learning
Code Code Available Evaluation Framework For Large-scale Federated Learning Mar 3, 2020 Federated Learning
Code Code Available Adaptive Federated Optimization Feb 29, 2020 Federated Learning
Code Code Available FedCoin: A Peer-to-Peer Payment System for Federated Learning Feb 26, 2020 Federated Learning
Code Code Available Device Heterogeneity in Federated Learning: A Superquantile Approach Feb 25, 2020 Federated Learning
Code Code Available PrivacyFL: A simulator for privacy-preserving and secure federated learning Feb 19, 2020 Federated Learning Privacy Preserving
Code Code Available Federated Learning with Matched Averaging Feb 15, 2020 Federated Learning
Code Code Available Salvaging Federated Learning by Local Adaptation Feb 12, 2020 Federated Learning Knowledge Distillation
Code Code Available Multi-site fMRI Analysis Using Privacy-preserving Federated Learning and Domain Adaptation: ABIDE Results Jan 16, 2020 Domain Adaptation Federated Learning
Code Code Available iDLG: Improved Deep Leakage from Gradients Jan 8, 2020 Federated Learning valid
Code Code Available FedDANE: A Federated Newton-Type Method Jan 7, 2020 Distributed Optimization Federated Learning
Code Code Available Think Locally, Act Globally: Federated Learning with Local and Global Representations Jan 6, 2020 Federated Learning Representation Learning
Code Code Available Federated Learning with Cooperating Devices: A Consensus Approach for Massive IoT Networks Dec 27, 2019 Federated Learning
Code Code Available Generative Models for Effective ML on Private, Decentralized Datasets Nov 15, 2019 Federated Learning
Code Code Available Practical Federated Gradient Boosting Decision Trees Nov 11, 2019 Federated Learning
Code Code Available Federated Learning over Wireless Networks: Convergence Analysis and Resource Allocation Oct 29, 2019 Federated Learning Privacy Preserving
Code Code Available Federated Neuromorphic Learning of Spiking Neural Networks for Low-Power Edge Intelligence Oct 21, 2019 Federated Learning
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