Collusion Resistant Federated Learning with Oblivious Distributed Differential Privacy Feb 20, 2022 Federated Learning Privacy Preserving
— Unverified Incentive Mechanism Design for Joint Resource Allocation in Blockchain-based Federated Learning Feb 18, 2022 Federated Learning
— Unverified FedEmbed: Personalized Private Federated Learning Feb 18, 2022 Federated Learning
— Unverified PerFED-GAN: Personalized Federated Learning via Generative Adversarial Networks Feb 18, 2022 Federated Learning Personalized Federated Learning
— Unverified ProxSkip: Yes! Local Gradient Steps Provably Lead to Communication Acceleration! Finally! Feb 18, 2022 Federated Learning
— Unverified Differentially Private Federated Learning via Inexact ADMM with Multiple Local Updates Feb 18, 2022 Federated Learning image-classification
— Unverified FLAME: Federated Learning Across Multi-device Environments Feb 17, 2022 Activity Recognition Federated Learning
— Unverified Cross-Silo Heterogeneous Model Federated Multitask Learning Feb 17, 2022 Federated Learning model
Code Code Available When BERT Meets Quantum Temporal Convolution Learning for Text Classification in Heterogeneous Computing Feb 17, 2022 Classification CPU
— Unverified An Equivalence Between Data Poisoning and Byzantine Gradient Attacks Feb 17, 2022 Data Poisoning Federated Learning
Code Code Available Time-Correlated Sparsification for Efficient Over-the-Air Model Aggregation in Wireless Federated Learning Feb 17, 2022 Federated Learning Model Compression
— Unverified Federated Stochastic Gradient Descent Begets Self-Induced Momentum Feb 17, 2022 Federated Learning
— Unverified Capitalization Normalization for Language Modeling with an Accurate and Efficient Hierarchical RNN Model Feb 16, 2022 Federated Learning Language Modeling
— Unverified Improved Differential Privacy for SGD via Optimal Private Linear Operators on Adaptive Streams Feb 16, 2022 Federated Learning
— Unverified Single-shot Hyper-parameter Optimization for Federated Learning: A General Algorithm & Analysis Feb 16, 2022 Federated Learning
— Unverified Evaluation and Analysis of Different Aggregation and Hyperparameter Selection Methods for Federated Brain Tumor Segmentation Feb 16, 2022 Brain Tumor Segmentation Federated Learning
Code Code Available No One Left Behind: Inclusive Federated Learning over Heterogeneous Devices Feb 16, 2022 Federated Learning Knowledge Distillation
— Unverified Federated Learning with Sparsified Model Perturbation: Improving Accuracy under Client-Level Differential Privacy Feb 15, 2022 Federated Learning
— Unverified Towards Verifiable Federated Learning Feb 15, 2022 Federated Learning
— Unverified Federated Graph Neural Networks: Overview, Techniques and Challenges Feb 15, 2022 Federated Learning Survey
— Unverified Federated-Learning-Based Anomaly Detection for IoT Security Attacks Feb 15, 2022 Anomaly Detection Federated Learning
— Unverified Architecture Agnostic Federated Learning for Neural Networks Feb 15, 2022 Federated Learning
— Unverified Do Gradient Inversion Attacks Make Federated Learning Unsafe? Feb 14, 2022 Federated Learning Privacy Preserving
— Unverified FLHub: a Federated Learning model sharing service Feb 14, 2022 BIG-bench Machine Learning Distributed Computing
— Unverified Federated Contrastive Learning for Dermatological Disease Diagnosis via On-device Learning Feb 14, 2022 Contrastive Learning Federated Learning
— Unverified On the Convergence of Clustered Federated Learning Feb 13, 2022 Federated Learning
Code Code Available Escaping Saddle Points with Bias-Variance Reduced Local Perturbed SGD for Communication Efficient Nonconvex Distributed Learning Feb 12, 2022 Distributed Optimization Federated Learning
— Unverified On Federated Learning with Energy Harvesting Clients Feb 12, 2022 Federated Learning Scheduling
— Unverified SHED: A Newton-type algorithm for federated learning based on incremental Hessian eigenvector sharing Feb 11, 2022 Distributed Optimization Federated Learning
— Unverified Personalization Improves Privacy-Accuracy Tradeoffs in Federated Learning Feb 10, 2022 Federated Learning Personalized Federated Learning
Code Code Available Game of Privacy: Towards Better Federated Platform Collaboration under Privacy Restriction Feb 10, 2022 Federated Learning Vertical Federated Learning
— Unverified FedAttack: Effective and Covert Poisoning Attack on Federated Recommendation via Hard Sampling Feb 10, 2022 Federated Learning Recommendation Systems
— Unverified PPA: Preference Profiling Attack Against Federated Learning Feb 10, 2022 Federated Learning Inference Attack
— Unverified FedQAS: Privacy-aware machine reading comprehension with federated learning Feb 9, 2022 Conversational Question Answering Federated Learning
Code Code Available Identifying Backdoor Attacks in Federated Learning via Anomaly Detection Feb 9, 2022 Anomaly Detection Federated Learning
— Unverified Techtile -- Open 6G R&D Testbed for Communication, Positioning, Sensing, WPT and Federated Learning Feb 9, 2022 Diversity Edge-computing
— Unverified Vertical Federated Learning: Challenges, Methodologies and Experiments Feb 9, 2022 Federated Learning Vertical Federated Learning
— Unverified Practical Challenges in Differentially-Private Federated Survival Analysis of Medical Data Feb 8, 2022 Federated Learning Survival Analysis
— Unverified Learnings from Federated Learning in the Real world Feb 8, 2022 Federated Learning Natural Language Understanding
— 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 More is Better (Mostly): On the Backdoor Attacks in Federated Graph Neural Networks Feb 7, 2022 Federated Learning Privacy Preserving
— Unverified Preserving Privacy and Security in Federated Learning Feb 7, 2022 Federated Learning
— Unverified 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 Addressing modern and practical challenges in machine learning: A survey of online federated and transfer learning Feb 7, 2022 Federated Learning Survey
— Unverified Fabricated Flips: Poisoning Federated Learning without Data Feb 7, 2022 Federated Learning
— Unverified Lossy Gradient Compression: How Much Accuracy Can One Bit Buy? Feb 6, 2022 Federated 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 A Coalition Formation Game Approach for Personalized Federated Learning Feb 5, 2022 Diversity Federated Learning
— Unverified 