FedFly: Towards Migration in Edge-based Distributed Federated Learning Nov 2, 2021 Federated Learning Privacy Preserving
Code Code Available Federated Split Vision Transformer for COVID-19 CXR Diagnosis using Task-Agnostic Training Nov 2, 2021 COVID-19 Diagnosis Federated Learning
— Unverified Improving Federated Learning for Aspect-based Sentiment Analysis via Topic Memories Nov 1, 2021 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
— Unverified To Talk or to Work: Delay Efficient Federated Learning over Mobile Edge Devices Nov 1, 2021 Edge-computing Federated Learning
— Unverified Resource-Efficient Federated Learning Nov 1, 2021 Fairness Federated Learning
Code Code Available FedFm: Towards a Robust Federated Learning Approach For Fault Mitigation at the Edge Nodes Nov 1, 2021 Federated Learning
— Unverified Robust Federated Learning via Over-The-Air Computation Nov 1, 2021 Federated Learning
— Unverified Implicit Model Specialization through DAG-based Decentralized Federated Learning Nov 1, 2021 Federated Learning
Code Code Available Efficient passive membership inference attack in federated learning Oct 31, 2021 Federated Learning Inference Attack
Code Code Available DAdaQuant: Doubly-adaptive quantization for communication-efficient Federated Learning Oct 31, 2021 Federated Learning Privacy Preserving
— Unverified Wireless Federated Learning over MIMO Networks: Joint Device Scheduling and Beamforming Design Oct 31, 2021 Federated Learning Scheduling
— Unverified Revealing and Protecting Labels in Distributed Training Oct 31, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Dynamic Differential-Privacy Preserving SGD Oct 30, 2021 Federated Learning image-classification
— Unverified Federated Semi-Supervised Learning with Class Distribution Mismatch Oct 29, 2021 Federated Learning
— Unverified Improving Fairness via Federated Learning Oct 29, 2021 Fairness Federated Learning
Code Code Available Gradient Inversion with Generative Image Prior Oct 28, 2021 Federated Learning
Code Code Available Towards Model Agnostic Federated Learning Using Knowledge Distillation Oct 28, 2021 Federated Learning Knowledge Distillation
— Unverified Federated Learning with Heterogeneous Differential Privacy Oct 28, 2021 Federated Learning Privacy Preserving
— Unverified Communication-Efficient ADMM-based Federated Learning Oct 28, 2021 Federated Learning
Code Code Available Differentially Private Federated Bayesian Optimization with Distributed Exploration Oct 27, 2021 Bayesian Optimization Federated Learning
— Unverified FedPrune: Towards Inclusive Federated Learning Oct 27, 2021 Fairness Federated Learning
— Unverified Over-the-Air Aggregation for Federated Learning: Waveform Superposition and Prototype Validation Oct 27, 2021 Federated Learning
— Unverified Spatio-Temporal Federated Learning for Massive Wireless Edge Networks Oct 27, 2021 Federated Learning
— Unverified What Do We Mean by Generalization in Federated Learning? Oct 27, 2021 Federated Learning
— Unverified CAFE: Catastrophic Data Leakage in Vertical Federated Learning Oct 26, 2021 Federated Learning Vertical Federated Learning
Code Code Available Ensemble Federated Adversarial Training with Non-IID data Oct 26, 2021 Diversity Federated Learning
— Unverified Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee Oct 26, 2021 Decision Making Federated Learning
Code Code Available Semi-Supervised Federated Learning with non-IID Data: Algorithm and System Design Oct 26, 2021 Federated Learning
— Unverified DPCOVID: Privacy-Preserving Federated Covid-19 Detection Oct 26, 2021 Federated Learning Privacy Preserving
— Unverified FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective Oct 26, 2021 Federated Learning Model Poisoning
Code Code Available MarS-FL: Enabling Competitors to Collaborate in Federated Learning Oct 26, 2021 Decision Making Federated Learning
— Unverified Qu-ANTI-zation: Exploiting Quantization Artifacts for Achieving Adversarial Outcomes Oct 26, 2021 Backdoor Attack Federated Learning
Code Code Available Optimal Model Averaging: Towards Personalized Collaborative Learning Oct 25, 2021 Federated Learning model
— Unverified Federated Test-Time Adaptive Face Presentation Attack Detection with Dual-Phase Privacy Preservation Oct 25, 2021 Face Presentation Attack Detection Face Recognition
— Unverified Optimization-Based GenQSGD for Federated Edge Learning Oct 25, 2021 Edge-computing Federated Learning
— Unverified Robbing the Fed: Directly Obtaining Private Data in Federated Learning with Modified Models Oct 25, 2021 Federated Learning
Code Code Available Federated Multiple Label Hashing (FedMLH): Communication Efficient Federated Learning on Extreme Classification Tasks Oct 23, 2021 Classification Federated Learning
— Unverified Game of Gradients: Mitigating Irrelevant Clients in Federated Learning Oct 23, 2021 Federated Learning image-classification
Code Code Available MANDERA: Malicious Node Detection in Federated Learning via Ranking Oct 22, 2021 Federated Learning
— Unverified PRECAD: Privacy-Preserving and Robust Federated Learning via Crypto-Aided Differential Privacy Oct 22, 2021 Federated Learning Model Poisoning
— Unverified WebFed: Cross-platform Federated Learning Framework Based on Web Browser with Local Differential Privacy Oct 22, 2021 Federated Learning
— Unverified Federated Learning over Wireless IoT Networks with Optimized Communication and Resources Oct 22, 2021 Federated Learning Scheduling
— Unverified Tackling the Local Bias in Federated Graph Learning Oct 22, 2021 Federated Learning Graph Learning
— Unverified Federated Unlearning via Class-Discriminative Pruning Oct 22, 2021 Federated Learning image-classification
Code Code Available DistFL: Distribution-aware Federated Learning for Mobile Scenarios Oct 22, 2021 Federated Learning Privacy Preserving
Code Code Available Bristle: Decentralized Federated Learning in Byzantine, Non-i.i.d. Environments Oct 21, 2021 Federated Learning Transfer Learning
— Unverified Boosting Resource-Constrained Federated Learning Systems with Guessed Updates Oct 21, 2021 Federated Learning
— Unverified FedGEMS: Federated Learning of Larger Server Models via Selective Knowledge Fusion Oct 21, 2021 Federated Learning image-classification
— Unverified PipAttack: Poisoning Federated Recommender Systems forManipulating Item Promotion Oct 21, 2021 Federated Learning Model Poisoning
— Unverified SecureBoost+: Large Scale and High-Performance Vertical Federated Gradient Boosting Decision Tree Oct 21, 2021 Federated Learning Privacy Preserving
— Unverified 