Architecture Agnostic Federated Learning for Neural Networks Feb 15, 2022 Federated Learning
— Unverified Exploring Deep Reinforcement Learning-Assisted Federated Learning for Online Resource Allocation in Privacy-Persevering EdgeIoT Feb 15, 2022 Deep Reinforcement Learning Edge-computing
Code Code Available Federated Graph Neural Networks: Overview, Techniques and Challenges Feb 15, 2022 Federated Learning Survey
— Unverified OLIVE: Oblivious Federated Learning on Trusted Execution Environment against the risk of sparsification Feb 15, 2022 Federated Learning Inference Attack
Code Code Available Federated Learning with Sparsified Model Perturbation: Improving Accuracy under Client-Level Differential Privacy Feb 15, 2022 Federated Learning
— Unverified UA-FedRec: Untargeted Attack on Federated News Recommendation Feb 14, 2022 Federated Learning News Recommendation
Code Code Available Federated Contrastive Learning for Dermatological Disease Diagnosis via On-device Learning Feb 14, 2022 Contrastive Learning Federated Learning
— Unverified FLHub: a Federated Learning model sharing service Feb 14, 2022 BIG-bench Machine Learning Distributed Computing
— Unverified Do Gradient Inversion Attacks Make Federated Learning Unsafe? Feb 14, 2022 Federated Learning Privacy Preserving
— Unverified On the Convergence of Clustered Federated Learning Feb 13, 2022 Federated Learning
Code Code Available On Federated Learning with Energy Harvesting Clients Feb 12, 2022 Federated Learning Scheduling
— Unverified Escaping Saddle Points with Bias-Variance Reduced Local Perturbed SGD for Communication Efficient Nonconvex Distributed Learning Feb 12, 2022 Distributed Optimization Federated Learning
— Unverified SHED: A Newton-type algorithm for federated learning based on incremental Hessian eigenvector sharing Feb 11, 2022 Distributed Optimization Federated Learning
— Unverified Game of Privacy: Towards Better Federated Platform Collaboration under Privacy Restriction Feb 10, 2022 Federated Learning Vertical Federated Learning
— Unverified PPA: Preference Profiling Attack Against Federated Learning Feb 10, 2022 Federated Learning Inference Attack
— Unverified Personalization Improves Privacy-Accuracy Tradeoffs in Federated Learning Feb 10, 2022 Federated Learning Personalized Federated Learning
Code Code Available FedAttack: Effective and Covert Poisoning Attack on Federated Recommendation via Hard Sampling Feb 10, 2022 Federated Learning Recommendation Systems
— Unverified FedQAS: Privacy-aware machine reading comprehension with federated learning Feb 9, 2022 Conversational Question Answering Federated Learning
Code Code Available Vertical Federated Learning: Challenges, Methodologies and Experiments Feb 9, 2022 Federated Learning Vertical Federated Learning
— Unverified Techtile -- Open 6G R&D Testbed for Communication, Positioning, Sensing, WPT and Federated Learning Feb 9, 2022 Diversity Edge-computing
— Unverified Identifying Backdoor Attacks in Federated Learning via Anomaly Detection Feb 9, 2022 Anomaly Detection Federated Learning
— Unverified SwiftAgg: Communication-Efficient and Dropout-Resistant Secure Aggregation for Federated Learning with Worst-Case Security Guarantees Feb 8, 2022 Federated Learning Privacy Preserving
— Unverified Federated Learning of Generative Image Priors for MRI Reconstruction Feb 8, 2022 Federated Learning MRI Reconstruction
Code Code Available APPFL: Open-Source Software Framework for Privacy-Preserving Federated Learning Feb 8, 2022 Federated Learning Privacy Preserving
Code Code Available Learnings from Federated Learning in the Real world Feb 8, 2022 Federated Learning Natural Language Understanding
— Unverified Practical Challenges in Differentially-Private Federated Survival Analysis of Medical Data Feb 8, 2022 Federated Learning Survival Analysis
— Unverified Fabricated Flips: Poisoning Federated Learning without Data Feb 7, 2022 Federated Learning
— Unverified Addressing modern and practical challenges in machine learning: A survey of online federated and transfer learning Feb 7, 2022 Federated Learning Survey
— Unverified Preserving Privacy and Security in Federated Learning Feb 7, 2022 Federated Learning
— Unverified More is Better (Mostly): On the Backdoor Attacks in Federated Graph Neural Networks Feb 7, 2022 Federated Learning Privacy Preserving
— Unverified FL_PyTorch: optimization research simulator for federated learning Feb 7, 2022 Federated Learning GPU
Code Code Available ABG: A Multi-Party Mixed Protocol Framework for Privacy-Preserving Cooperative Learning Feb 7, 2022 BIG-bench Machine Learning Federated Learning
— Unverified Parallel Successive Learning for Dynamic Distributed Model Training over Heterogeneous Wireless Networks Feb 7, 2022 Federated Learning
— Unverified Lossy Gradient Compression: How Much Accuracy Can One Bit Buy? Feb 6, 2022 Federated Learning
Code Code Available BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning Feb 6, 2022 Anomaly Detection BIG-bench Machine Learning
Code Code Available Energy-Aware Edge Association for Cluster-based Personalized Federated Learning Feb 6, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Communication Efficient Federated Learning via Ordered ADMM in a Fully Decentralized Setting Feb 5, 2022 Distributed Optimization Federated Learning
— Unverified Privacy-preserving Speech Emotion Recognition through Semi-Supervised Federated Learning Feb 5, 2022 Emotion Recognition Federated Learning
Code Code Available A Coalition Formation Game Approach for Personalized Federated Learning Feb 5, 2022 Diversity Federated Learning
— Unverified Improved Information Theoretic Generalization Bounds for Distributed and Federated Learning Feb 4, 2022 Federated Learning Generalization Bounds
— Unverified Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization Feb 4, 2022 Federated Learning
— Unverified Deep Reinforcement Learning Assisted Federated Learning Algorithm for Data Management of IIoT Feb 3, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Comparative assessment of federated and centralized machine learning Feb 3, 2022 BIG-bench Machine Learning Federated Learning
— Unverified Proportional Fairness in Federated Learning Feb 3, 2022 Fairness Federated Learning
Code Code Available Byzantine-Robust Decentralized Learning via ClippedGossip Feb 3, 2022 Federated Learning
Code Code Available Data Heterogeneity-Robust Federated Learning via Group Client Selection in Industrial IoT Feb 3, 2022 Federated Learning
Code Code Available FedSpace: An Efficient Federated Learning Framework at Satellites and Ground Stations Feb 2, 2022 Federated Learning
— Unverified DASHA: Distributed Nonconvex Optimization with Communication Compression, Optimal Oracle Complexity, and No Client Synchronization Feb 2, 2022 Distributed Optimization Federated Learning
— Unverified Federated Reinforcement Learning for Collective Navigation of Robotic Swarms Feb 2, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Communication Efficient Federated Learning for Generalized Linear Bandits Feb 2, 2022 Federated Learning parameter estimation
— Unverified 