Backdoor attacks and defenses in feature-partitioned collaborative learning Jul 7, 2020 Federated Learning
— Unverified Defending against Backdoors in Federated Learning with Robust Learning Rate Jul 7, 2020 Backdoor Attack Federated Learning
Code Code Available Sharing Models or Coresets: A Study based on Membership Inference Attack Jul 6, 2020 Federated Learning Inference Attack
— Unverified Experiments of Federated Learning for COVID-19 Chest X-ray Images Jul 5, 2020 Federated Learning
— Unverified Delay Minimization for Federated Learning Over Wireless Communication Networks Jul 5, 2020 Federated Learning
— Unverified Multi-Armed Bandit Based Client Scheduling for Federated Learning Jul 5, 2020 Federated Learning Scheduling
Code Code Available Privacy Threats Against Federated Matrix Factorization Jul 3, 2020 Collaborative Filtering Federated Learning
— Unverified Harnessing Wireless Channels for Scalable and Privacy-Preserving Federated Learning Jul 3, 2020 Federated Learning Privacy Preserving
— Unverified On the Outsized Importance of Learning Rates in Local Update Methods Jul 2, 2020 Federated Learning Meta-Learning
Code Code Available Federated Learning and Differential Privacy: Software tools analysis, the Sherpa.ai FL framework and methodological guidelines for preserving data privacy Jul 2, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Federated Learning with Compression: Unified Analysis and Sharp Guarantees Jul 2, 2020 Distributed Optimization Federated Learning
— Unverified Communication-Efficient Federated Learning for Wireless Edge Intelligence in IoT Jul 1, 2020 Edge-computing Federated Learning
Code Code Available FDA3 : Federated Defense Against Adversarial Attacks for Cloud-Based IIoT Applications Jun 28, 2020 Federated Learning
— Unverified Federated Mutual Learning Jun 27, 2020 Federated Learning
Code Code Available Bidirectional compression in heterogeneous settings for distributed or federated learning with partial participation: tight convergence guarantees Jun 25, 2020 Federated Learning
Code Code Available Local Stochastic Approximation: A Unified View of Federated Learning and Distributed Multi-Task Reinforcement Learning Algorithms Jun 24, 2020 Federated Learning reinforcement-learning
— Unverified Security and Privacy Preserving Deep Learning Jun 23, 2020 BIG-bench Machine Learning Deep Learning
— Unverified Byzantine-Resilient High-Dimensional Federated Learning Jun 22, 2020 Federated Learning Vocal Bursts Intensity Prediction
— Unverified D2P-Fed: Differentially Private Federated Learning With Efficient Communication Jun 22, 2020 Federated Learning
— Unverified Exact Support Recovery in Federated Regression with One-shot Communication Jun 22, 2020 Distributed Computing Federated Learning
— Unverified Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint Learning Jun 22, 2020 Federated Learning
Code Code Available Scheduling Policy and Power Allocation for Federated Learning in NOMA Based MEC Jun 21, 2020 BIG-bench Machine Learning Federated Learning
— Unverified 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 DEED: A General Quantization Scheme for Communication Efficiency in Bits Jun 19, 2020 Distributed Optimization Federated Learning
— Unverified A Better Alternative to Error Feedback for Communication-Efficient Distributed Learning Jun 19, 2020 Federated Learning Stochastic Optimization
Code Code Available FedFMC: Sequential Efficient Federated Learning on Non-iid Data Jun 19, 2020 Federated Learning
— Unverified Federated Learning With Quantized Global Model Updates Jun 18, 2020 Federated Learning model
— Unverified FedCD: Improving Performance in non-IID Federated Learning Jun 17, 2020 Federated Learning
Code Code Available Mix2FLD: Downlink Federated Learning After Uplink Federated Distillation With Two-Way Mixup Jun 17, 2020 Federated Learning Privacy Preserving
— Unverified Communication-Efficient Robust Federated Learning Over Heterogeneous Datasets Jun 17, 2020 Federated Learning
— Unverified Federated Survival Analysis with Discrete-Time Cox Models Jun 16, 2020 Federated Learning Privacy Preserving
— Unverified Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing Jun 16, 2020 Distributed Optimization Federated Learning
Code Code Available Robust Federated Learning: The Case of Affine Distribution Shifts Jun 16, 2020 Federated Learning image-classification
— Unverified Personalized Federated Learning with Moreau Envelopes Jun 16, 2020 Diversity Federated Learning
Code Code Available Fusion Learning: A One Shot Federated Learning Jun 15, 2020 Federated Learning
— Unverified The OARF Benchmark Suite: Characterization and Implications for Federated Learning Systems Jun 14, 2020 Federated Learning
Code Code Available Understanding Unintended Memorization in Federated Learning Jun 12, 2020 Clustering Federated Learning
— Unverified An Accurate, Scalable and Verifiable Protocol for Federated Differentially Private Averaging Jun 12, 2020 Federated Learning
— Unverified Towards Flexible Device Participation in Federated Learning Jun 12, 2020 Federated Learning
— Unverified Federated and continual learning for classification tasks in a society of devices Jun 12, 2020 Continual Learning Federated Learning
— Unverified FLeet: Online Federated Learning via Staleness Awareness and Performance Prediction Jun 12, 2020 Federated Learning
— Unverified Ensemble Distillation for Robust Model Fusion in Federated Learning Jun 12, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available Characterizing Impacts of Heterogeneity in Federated Learning upon Large-Scale Smartphone Data Jun 12, 2020 Fairness Federated Learning
— Unverified Backdoor Attacks on Federated Meta-Learning Jun 12, 2020 Federated Learning Meta-Learning
— Unverified SECure: A Social and Environmental Certificate for AI Systems Jun 11, 2020 BIG-bench Machine Learning Federated Learning
— Unverified XOR Mixup: Privacy-Preserving Data Augmentation for One-Shot Federated Learning Jun 9, 2020 Data Augmentation Federated Learning
— Unverified Distributed Learning on Heterogeneous Resource-Constrained Devices Jun 9, 2020 Federated Learning Reinforcement Learning (RL)
— Unverified 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 