An Efficiency-boosting Client Selection Scheme for Federated Learning with Fairness Guarantee Nov 3, 2020 Distributed Computing Fairness
— Unverified Semi-supervised Federated Learning for Activity Recognition Nov 2, 2020 Activity Recognition Data Augmentation
— Unverified Empirical Studies of Institutional Federated Learning For Natural Language Processing Nov 1, 2020 Federated Learning GPU
— Unverified FedED: Federated Learning via Ensemble Distillation for Medical Relation Extraction Nov 1, 2020 Federated Learning Knowledge Distillation
— Unverified One-Shot Federated Learning with Neuromorphic Processors Nov 1, 2020 Federated Learning Gesture Recognition
— Unverified Fast Convergence Algorithm for Analog Federated Learning Oct 30, 2020 Federated Learning
— Unverified Training Speech Recognition Models with Federated Learning: A Quality/Cost Framework Oct 29, 2020 Federated Learning speech-recognition
— Unverified Mitigating Backdoor Attacks in Federated Learning Oct 28, 2020 Federated Learning
— Unverified Federated Learning From Big Data Over Networks Oct 27, 2020 Federated Learning regression
Code Code Available Spiking Neural Networks -- Part III: Neuromorphic Communications Oct 27, 2020 Federated Learning
— Unverified Decentralizing Feature Extraction with Quantum Convolutional Neural Network for Automatic Speech Recognition Oct 26, 2020 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Optimal Client Sampling for Federated Learning Oct 26, 2020 Federated Learning
Code Code Available Optimal Importance Sampling for Federated Learning Oct 26, 2020 Federated Learning regression
— Unverified Distributed Saddle-Point Problems: Lower Bounds, Near-Optimal and Robust Algorithms Oct 25, 2020 Distributed Optimization Federated Learning
— Unverified Adaptive Federated Learning and Digital Twin for Industrial Internet of Things Oct 25, 2020 Clustering Deep Reinforcement Learning
— Unverified Federated Bandit: A Gossiping Approach Oct 24, 2020 Federated Learning
— Unverified Demystifying Why Local Aggregation Helps: Convergence Analysis of Hierarchical SGD Oct 24, 2020 Federated Learning
Code Code Available Throughput-Optimal Topology Design for Cross-Silo Federated Learning Oct 23, 2020 Federated Learning
Code Code Available Network Anomaly Detection Using Federated Learning and Transfer Learning Oct 22, 2020 Anomaly Detection Federated Learning
— Unverified Hierarchical Federated Learning through LAN-WAN Orchestration Oct 22, 2020 Federated Learning
— Unverified Differentially-Private Federated Linear Bandits Oct 22, 2020 Federated Learning
Code Code Available GFL: A Decentralized Federated Learning Framework Based On Blockchain Oct 21, 2020 Data Poisoning Federated Learning
— Unverified Feature Inference Attack on Model Predictions in Vertical Federated Learning Oct 20, 2020 Federated Learning Inference Attack
Code Code Available A Federated Learning Approach to Anomaly Detection in Smart Buildings Oct 20, 2020 Anomaly Detection Federated Learning
— Unverified Edge Bias in Federated Learning and its Solution by Buffered Knowledge Distillation Oct 20, 2020 Federated Learning Knowledge Distillation
— Unverified Federated Bayesian Optimization via Thompson Sampling Oct 20, 2020 Bayesian Optimization Computational Efficiency
Code Code Available Federated Unsupervised Representation Learning Oct 18, 2020 Federated Learning Representation Learning
— Unverified Sliding Differential Evolution Scheduling for Federated Learning in Bandwidth-Limited Networks Oct 18, 2020 Federated Learning Scheduling
— Unverified Layer-wise Characterization of Latent Information Leakage in Federated Learning Oct 17, 2020 Federated Learning
— Unverified Flow-FL: Data-Driven Federated Learning for Spatio-Temporal Predictions in Multi-Robot Systems Oct 16, 2020 Federated Learning Trajectory Forecasting
— Unverified Federated Learning in Adversarial Settings Oct 15, 2020 Federated Learning Quantization
— Unverified R-GAP: Recursive Gradient Attack on Privacy Oct 15, 2020 Federated Learning
Code Code Available Improving Accuracy of Federated Learning in Non-IID Settings Oct 14, 2020 Federated Learning
— Unverified FedGroup: Efficient Clustered Federated Learning via Decomposed Data-Driven Measure Oct 14, 2020 Clustering Federated Learning
Code Code Available BlockFLA: Accountable Federated Learning via Hybrid Blockchain Architecture Oct 14, 2020 Federated Learning
— Unverified COVID-19 Imaging Data Privacy by Federated Learning Design: A Theoretical Framework Oct 13, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Direct Federated Neural Architecture Search Oct 13, 2020 Federated Learning Neural Architecture Search
— Unverified Can Federated Learning Save The Planet? Oct 13, 2020 Federated Learning
— Unverified FedAT: A High-Performance and Communication-Efficient Federated Learning System with Asynchronous Tiers Oct 12, 2020 Federated Learning
— Unverified Oort: Efficient Federated Learning via Guided Participant Selection Oct 12, 2020 Federated Learning
Code Code Available TextHide: Tackling Data Privacy in Language Understanding Tasks Oct 12, 2020 Federated Learning Natural Language Understanding
Code Code Available Differentially Private Secure Multi-Party Computation for Federated Learning in Financial Applications Oct 12, 2020 Federated Learning Fraud Detection
— Unverified Federated Learning via Posterior Averaging: A New Perspective and Practical Algorithms Oct 11, 2020 Federated Learning
Code Code Available Fairness-aware Agnostic Federated Learning Oct 10, 2020 Fairness Federated Learning
— Unverified Voting-based Approaches For Differentially Private Federated Learning Oct 9, 2020 Federated Learning Transfer Learning
— Unverified Optimal Gradient Compression for Distributed and Federated Learning Oct 7, 2020 Federated Learning Quantization
— Unverified Cognitive Learning-Aided Multi-Antenna Communications Oct 7, 2020 Diversity Federated Learning
— Unverified Lower Bounds and Optimal Algorithms for Personalized Federated Learning Oct 5, 2020 Federated Learning Personalized Federated Learning
— Unverified Specialized federated learning using a mixture of experts Oct 5, 2020 Federated Learning Mixture-of-Experts
Code Code Available Can we Generalize and Distribute Private Representation Learning? Oct 5, 2020 Federated Learning Generative Adversarial Network
Code Code Available 