Certified Federated Adversarial Training Dec 20, 2021 Adversarial Robustness Federated Learning
— Unverified HarmoFL: Harmonizing Local and Global Drifts in Federated Learning on Heterogeneous Medical Images Dec 20, 2021 Federated Learning image-classification
Code Code Available Semi-Decentralized Federated Edge Learning with Data and Device Heterogeneity Dec 20, 2021 Federated Learning Privacy Preserving
— Unverified FedNI: Federated Graph Learning with Network Inpainting for Population-Based Disease Prediction Dec 19, 2021 Disease Prediction Federated Learning
— Unverified Federated Dynamic Sparse Training: Computing Less, Communicating Less, Yet Learning Better Dec 18, 2021 Federated Learning
Code Code Available Cross-Domain Federated Learning in Medical Imaging Dec 18, 2021 Deep Learning Federated Learning
— Unverified Federated Learning with Superquantile Aggregation for Heterogeneous Data Dec 17, 2021 Federated Learning
Code Code Available DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems Dec 16, 2021 Federated Learning
— Unverified CodedPaddedFL and CodedSecAgg: Straggler Mitigation and Secure Aggregation in Federated Learning Dec 16, 2021 Federated Learning
— Unverified Quality monitoring of federated Covid-19 lesion segmentation Dec 16, 2021 Federated Learning Lesion Segmentation
— Unverified Analysis and Evaluation of Synchronous and Asynchronous FLchain Dec 15, 2021 Federated Learning
Code Code Available Communication-Efficient Distributed SGD with Compressed Sensing Dec 15, 2021 compressed sensing Distributed Optimization
— Unverified Data Valuation for Vertical Federated Learning: A Model-free and Privacy-preserving Method Dec 15, 2021 Data Valuation Federated Learning
— Unverified LoSAC: An Efficient Local Stochastic Average Control Method for Federated Optimization Dec 15, 2021 Federated Learning
— Unverified FLoRA: Single-shot Hyper-parameter Optimization for Federated Learning Dec 15, 2021 Federated Learning
— Unverified Federated Learning for Face Recognition with Gradient Correction Dec 14, 2021 Face Recognition Federated Learning
— Unverified Federated Nearest Neighbor Classification with a Colony of Fruit-Flies: With Supplement Dec 14, 2021 Federated Learning Outlier Detection
Code Code Available Scatterbrained: A flexible and expandable pattern for decentralized machine learning Dec 14, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available Optimal Rate Adaption in Federated Learning with Compressed Communications Dec 13, 2021 Federated Learning
— Unverified Efficient Differentially Private Secure Aggregation for Federated Learning via Hardness of Learning with Errors Dec 13, 2021 Edge-computing Federated Learning
— Unverified Efficient and Reliable Overlay Networks for Decentralized Federated Learning Dec 12, 2021 Federated Learning Generalization Bounds
— Unverified Improving Performance of Federated Learning based Medical Image Analysis in Non-IID Settings using Image Augmentation Dec 12, 2021 Federated Learning Image Augmentation
Code Code Available Communication-Efficient Federated Learning for Neural Machine Translation Dec 12, 2021 Federated Learning Machine Translation
— Unverified SparseFed: Mitigating Model Poisoning Attacks in Federated Learning with Sparsification Dec 12, 2021 Federated Learning Model Poisoning
Code Code Available Server-Side Local Gradient Averaging and Learning Rate Acceleration for Scalable Split Learning Dec 11, 2021 Federated Learning
— Unverified FedSoft: Soft Clustered Federated Learning with Proximal Local Updating Dec 11, 2021 Federated Learning
— Unverified Efficient Device Scheduling with Multi-Job Federated Learning Dec 11, 2021 Bayesian Optimization Fairness
— Unverified Sequence-level self-learning with multiple hypotheses Dec 10, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified PMFL: Partial Meta-Federated Learning for heterogeneous tasks and its applications on real-world medical records Dec 10, 2021 Federated Learning Meta-Learning
Code Code Available Batch Label Inference and Replacement Attacks in Black-Boxed Vertical Federated Learning Dec 10, 2021 Federated Learning Inference Attack
— Unverified Federated Two-stage Learning with Sign-based Voting Dec 10, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Specificity-Preserving Federated Learning for MR Image Reconstruction Dec 9, 2021 Federated Learning Image Reconstruction
Code Code Available Efficient Batch Homomorphic Encryption for Vertically Federated XGBoost Dec 8, 2021 Federated Learning Quantization
— Unverified Location Leakage in Federated Signal Maps Dec 7, 2021 Federated Learning
— Unverified Federated Deep Reinforcement Learning for the Distributed Control of NextG Wireless Networks Dec 7, 2021 Autonomous Vehicles Deep Reinforcement Learning
Code Code Available When the Curious Abandon Honesty: Federated Learning Is Not Private Dec 6, 2021 Federated Learning Privacy Preserving
— Unverified Communication and Energy Efficient Slimmable Federated Learning via Superposition Coding and Successive Decoding Dec 5, 2021 Federated Learning
— Unverified Intrinisic Gradient Compression for Federated Learning Dec 5, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Joint Superposition Coding and Training for Federated Learning over Multi-Width Neural Networks Dec 5, 2021 Federated Learning
— Unverified AdaSplit: Adaptive Trade-offs for Resource-constrained Distributed Deep Learning Dec 2, 2021 Deep Learning Federated Learning
— Unverified Deep Transfer Learning: A Novel Collaborative Learning Model for Cyberattack Detection Systems in IoT Networks Dec 2, 2021 Federated Learning Intrusion Detection
— Unverified How global observation works in Federated Learning: Integrating vertical training into Horizontal Federated Learning Dec 2, 2021 Federated Learning
— Unverified Personalized Federated Learning of Driver Prediction Models for Autonomous Driving Dec 2, 2021 Autonomous Driving Autonomous Vehicles
— Unverified FedRAD: Federated Robust Adaptive Distillation Dec 2, 2021 Federated Learning Knowledge Distillation
— Unverified Context-Aware Online Client Selection for Hierarchical Federated Learning Dec 2, 2021 Federated Learning
— Unverified Projected Federated Averaging with Heterogeneous Differential Privacy Dec 1, 2021 Federated Learning
Code Code Available IndicFed: A Federated Approach for Sentiment Analysis in Indic Languages Dec 1, 2021 Federated Learning Privacy Preserving
— Unverified Models of fairness in federated learning Dec 1, 2021 Fairness Federated Learning
— Unverified Compare Where It Matters: Using Layer-Wise Regularization To Improve Federated Learning on Heterogeneous Data Dec 1, 2021 Federated Learning
— Unverified Improving Differentially Private SGD via Randomly Sparsified Gradients Dec 1, 2021 Federated Learning
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