WebFed: Cross-platform Federated Learning Framework Based on Web Browser with Local Differential Privacy 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 Tackling the Local Bias in Federated Graph Learning Oct 22, 2021 Federated Learning Graph Learning
— Unverified MANDERA: Malicious Node Detection in Federated Learning via Ranking Oct 22, 2021 Federated Learning
— Unverified SecureBoost+: Large Scale and High-Performance Vertical Federated Gradient Boosting Decision Tree Oct 21, 2021 Federated Learning Privacy Preserving
— Unverified PipAttack: Poisoning Federated Recommender Systems forManipulating Item Promotion Oct 21, 2021 Federated Learning Model Poisoning
— Unverified FedGEMS: Federated Learning of Larger Server Models via Selective Knowledge Fusion Oct 21, 2021 Federated Learning image-classification
— Unverified Boosting Resource-Constrained Federated Learning Systems with Guessed Updates Oct 21, 2021 Federated Learning
— Unverified Bristle: Decentralized Federated Learning in Byzantine, Non-i.i.d. Environments Oct 21, 2021 Federated Learning Transfer Learning
— Unverified Distributed Reinforcement Learning for Privacy-Preserving Dynamic Edge Caching Oct 20, 2021 Edge-computing Federated Learning
— Unverified Tackling Dynamics in Federated Incremental Learning with Variational Embedding Rehearsal Oct 19, 2021 Federated Learning Incremental Learning
— Unverified UniFed: A Unified Framework for Federated Learning on Non-IID Image Features Oct 19, 2021 Domain Generalization Federated Learning
— Unverified FedParking: A Federated Learning based Parking Space Estimation with Parked Vehicle assisted Edge Computing Oct 19, 2021 Deep Reinforcement Learning Edge-computing
— Unverified TESSERACT: Gradient Flip Score to Secure Federated Learning Against Model Poisoning Attacks Oct 19, 2021 Federated Learning Model Poisoning
— Unverified Layer-wise Adaptive Model Aggregation for Scalable Federated Learning Oct 19, 2021 Federated Learning
— Unverified User-Centric Federated Learning Oct 19, 2021 Federated Learning
— Unverified FedHe: Heterogeneous Models and Communication-Efficient Federated Learning Oct 19, 2021 Federated Learning Knowledge Distillation
Code Code Available Sim-to-Real Transfer in Multi-agent Reinforcement Networking for Federated Edge Computing Oct 18, 2021 Edge-computing Federated Learning
— Unverified BEV-SGD: Best Effort Voting SGD for Analog Aggregation Based Federated Learning against Byzantine Attackers Oct 18, 2021 Edge-computing Federated Learning
— Unverified Semi-asynchronous Hierarchical Federated Learning for Cooperative Intelligent Transportation Systems Oct 18, 2021 Federated Learning
— Unverified Towards General Deep Leakage in Federated Learning Oct 18, 2021 Federated Learning Image Restoration
Code Code Available Blockchain and Federated Edge Learning for Privacy-Preserving Mobile Crowdsensing Oct 16, 2021 Federated Learning Privacy Preserving
— Unverified A Federated Approach to Predict Emojis in Hindi Tweets Oct 16, 2021 Federated Learning Privacy Preserving
— Unverified FedMe: Federated Learning via Model Exchange Oct 15, 2021 BIG-bench Machine Learning Federated Learning
— Unverified FedSEAL: Semi-Supervised Federated Learning with Self-Ensemble Learning and Negative Learning Oct 15, 2021 Ensemble Learning Federated Learning
— Unverified Evaluation of Hyperparameter-Optimization Approaches in an Industrial Federated Learning System Oct 15, 2021 Bayesian Optimization Federated Learning
— Unverified FedSLD: Federated Learning with Shared Label Distribution for Medical Image Classification Oct 15, 2021 BIG-bench Machine Learning Federated Learning
— Unverified FedSpeech: Federated Text-to-Speech with Continual Learning Oct 14, 2021 Continual Learning Federated Learning
— Unverified Leveraging Spatial and Temporal Correlations in Sparsified Mean Estimation Oct 14, 2021 Federated Learning
— Unverified Distribution-Free Federated Learning with Conformal Predictions Oct 14, 2021 Decision Making Federated Learning
— Unverified Federated learning and next generation wireless communications: A survey on bidirectional relationship Oct 14, 2021 BIG-bench Machine Learning Decision Making
— Unverified EdgeML: Towards Network-Accelerated Federated Learning over Wireless Edge Oct 14, 2021 Edge-computing Federated Learning
— Unverified Modeling and Analysis of Intermittent Federated Learning Over Cellular-Connected UAV Networks Oct 13, 2021 Federated Learning
— Unverified WAFFLE: Weighted Averaging for Personalized Federated Learning Oct 13, 2021 Federated Learning Personalized Federated Learning
— Unverified Infinitely Divisible Noise in the Low Privacy Regime Oct 13, 2021 Federated Learning Privacy Preserving
Code Code Available Communication-Efficient Online Federated Learning Framework for Nonlinear Regression Oct 13, 2021 Federated Learning regression
Code Code Available Application of Homomorphic Encryption in Medical Imaging Oct 12, 2021 Federated Learning
— Unverified Federated Phish Bowl: LSTM-Based Decentralized Phishing Email Detection Oct 12, 2021 Federated Learning Privacy Preserving
— Unverified Homogeneous Learning: Self-Attention Decentralized Deep Learning Oct 11, 2021 Deep Learning Federated Learning
Code Code Available Gradual Federated Learning with Simulated Annealing Oct 11, 2021 Federated Learning
— Unverified An Information-Theoretic Analysis of The Cost of Decentralization for Learning and Inference Under Privacy Constraints Oct 11, 2021 Federated Learning Vertical Federated Learning
— Unverified Partial Variable Training for Efficient On-Device Federated Learning Oct 11, 2021 Federated Learning speech-recognition
— Unverified The Skellam Mechanism for Differentially Private Federated Learning Oct 11, 2021 Federated Learning
Code Code Available Federated Learning for Big Data: A Survey on Opportunities, Applications, and Future Directions Oct 8, 2021 Federated Learning
— Unverified Exploring Heterogeneous Characteristics of Layers in ASR Models for More Efficient Training Oct 8, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified FRL: Federated Rank Learning Oct 8, 2021 Federated Learning
— Unverified Enabling On-Device Training of Speech Recognition Models with Federated Dropout Oct 7, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Distributed Methods with Compressed Communication for Solving Variational Inequalities, with Theoretical Guarantees Oct 7, 2021 Distributed Computing Federated Learning
— Unverified Complex-valued Federated Learning with Differential Privacy and MRI Applications Oct 7, 2021 Federated Learning MRI Reconstruction
— Unverified Neural Tangent Kernel Empowered Federated Learning Oct 7, 2021 Federated Learning Privacy Preserving
— Unverified 