Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective Dec 8, 2020 Federated Learning
Code Code Available Unleashing the Tiger: Inference Attacks on Split Learning Dec 4, 2020 Federated Learning
Code Code Available Robust Federated Learning with Noisy Labels Dec 3, 2020 Federated Learning Learning with noisy labels
Code Code Available Inverting Gradients - How easy is it to break privacy in federated learning? Dec 1, 2020 Federated Learning
Code Code Available Toward Multiple Federated Learning Services Resource Sharing in Mobile Edge Networks Nov 25, 2020 CPU Edge-computing
Code Code Available Reconfigurable Intelligent Surface Enabled Federated Learning: A Unified Communication-Learning Design Approach Nov 20, 2020 Federated Learning
Code Code Available A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in Federated Learning Nov 20, 2020 Adversarial Defense Adversarial Robustness
Code Code Available Federated Composite Optimization Nov 17, 2020 Federated Learning
Code Code Available Federated Knowledge Distillation Nov 4, 2020 Federated Learning Knowledge Distillation
Code Code Available Optimal Client Sampling for Federated Learning Oct 26, 2020 Federated Learning
Code Code Available Decentralizing Feature Extraction with Quantum Convolutional Neural Network for Automatic Speech Recognition Oct 26, 2020 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Throughput-Optimal Topology Design for Cross-Silo Federated Learning Oct 23, 2020 Federated Learning
Code Code Available Feature Inference Attack on Model Predictions in Vertical Federated Learning Oct 20, 2020 Federated Learning Inference Attack
Code Code Available Federated Bayesian Optimization via Thompson Sampling Oct 20, 2020 Bayesian Optimization Computational Efficiency
Code Code Available R-GAP: Recursive Gradient Attack on Privacy Oct 15, 2020 Federated Learning
Code Code Available FedGroup: Efficient Clustered Federated Learning via Decomposed Data-Driven Measure Oct 14, 2020 Clustering Federated Learning
Code Code Available TextHide: Tackling Data Privacy in Language Understanding Tasks Oct 12, 2020 Federated Learning Natural Language Understanding
Code Code Available Oort: Efficient Federated Learning via Guided Participant Selection Oct 12, 2020 Federated Learning
Code Code Available Federated Learning via Posterior Averaging: A New Perspective and Practical Algorithms Oct 11, 2020 Federated Learning
Code Code Available Specialized federated learning using a mixture of experts Oct 5, 2020 Federated Learning Mixture-of-Experts
Code Code Available HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients Oct 3, 2020 Federated Learning
Code Code Available Model-sharing Games: Analyzing Federated Learning Under Voluntary Participation Oct 2, 2020 Federated Learning
Code Code Available Practical One-Shot Federated Learning for Cross-Silo Setting Oct 2, 2020 Federated Learning Transfer Learning
Code Code Available Intrusion Detection with Segmented Federated Learning for Large-Scale Multiple LANs Sep 28, 2020 Federated Learning Intrusion Detection
Code Code Available Over-the-Air Federated Learning from Heterogeneous Data Sep 27, 2020 Federated Learning
Code Code Available Federated Learning for Computational Pathology on Gigapixel Whole Slide Images Sep 21, 2020 Deep Learning Diagnostic
Code Code Available FLAME: Differentially Private Federated Learning in the Shuffle Model Sep 17, 2020 Federated Learning
Code Code Available Federated Generalized Bayesian Learning via Distributed Stein Variational Gradient Descent Sep 11, 2020 Bayesian Inference Federated Learning
Code Code Available FedBE: Making Bayesian Model Ensemble Applicable to Federated Learning Sep 4, 2020 Bayesian Inference Federated Learning
Code Code Available Collaborative Fairness in Federated Learning Aug 27, 2020 Collaborative Fairness Fairness
Code Code Available Performance Optimization for Federated Person Re-identification via Benchmark Analysis Aug 26, 2020 Federated Learning Knowledge Distillation
Code Code Available Improving Semi-supervised Federated Learning by Reducing the Gradient Diversity of Models Aug 26, 2020 Diversity Federated Learning
Code Code Available WAFFLE: Watermarking in Federated Learning Aug 17, 2020 Federated Learning
Code Code Available Addressing Class Imbalance in Federated Learning Aug 14, 2020 Federated Learning
Code Code Available Distantly Supervised Relation Extraction in Federated Settings Aug 12, 2020 Denoising Federated Learning
Code Code Available Mime: Mimicking Centralized Stochastic Algorithms in Federated Learning Aug 8, 2020 Federated Learning
Code Code Available LotteryFL: Personalized and Communication-Efficient Federated Learning with Lottery Ticket Hypothesis on Non-IID Datasets Aug 7, 2020 Federated Learning
Code Code Available Dynamic Defense Against Byzantine Poisoning Attacks in Federated Learning Jul 29, 2020 Data Poisoning Federated Learning
Code Code Available Flower: A Friendly Federated Learning Research Framework Jul 28, 2020 Federated Learning
Code Code Available Group Knowledge Transfer: Federated Learning of Large CNNs at the Edge Jul 28, 2020 Federated Learning Knowledge Distillation
Code Code Available IBM Federated Learning: an Enterprise Framework White Paper V0.1 Jul 22, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available Multi-Stage Hybrid Federated Learning over Large-Scale D2D-Enabled Fog Networks Jul 18, 2020 Federated Learning
Code Code Available Multi-Task Federated Learning for Personalised Deep Neural Networks in Edge Computing Jul 17, 2020 Edge-computing Federated Learning
Code Code Available Learn distributed GAN with Temporary Discriminators Jul 17, 2020 Federated Learning
Code Code Available Data Poisoning Attacks Against Federated Learning Systems Jul 16, 2020 Data Poisoning Federated Learning
Code Code Available Blockchain-Federated-Learning and Deep Learning Models for COVID-19 detection using CT Imaging Jul 10, 2020 Computed Tomography (CT) Federated Learning
Code Code Available Differentially private cross-silo federated learning Jul 10, 2020 Federated Learning
Code Code Available Attack of the Tails: Yes, You Really Can Backdoor Federated Learning Jul 9, 2020 Fairness Federated Learning
Code Code Available Defending against Backdoors in Federated Learning with Robust Learning Rate Jul 7, 2020 Backdoor Attack Federated Learning
Code Code Available Multi-Armed Bandit Based Client Scheduling for Federated Learning Jul 5, 2020 Federated Learning Scheduling
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