Distributed Reinforcement Learning for Privacy-Preserving Dynamic Edge Caching Oct 20, 2021 Edge-computing 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 Layer-wise Adaptive Model Aggregation for Scalable Federated Learning Oct 19, 2021 Federated Learning
— Unverified A Federated Learning Aggregation Algorithm for Pervasive Computing: Evaluation and Comparison Oct 19, 2021 Activity Recognition Federated Learning
Code Code Available FedHe: Heterogeneous Models and Communication-Efficient Federated Learning Oct 19, 2021 Federated Learning Knowledge Distillation
Code Code Available TESSERACT: Gradient Flip Score to Secure Federated Learning Against Model Poisoning Attacks Oct 19, 2021 Federated Learning Model Poisoning
— Unverified UniFed: A Unified Framework for Federated Learning on Non-IID Image Features Oct 19, 2021 Domain Generalization Federated Learning
— Unverified Tackling Dynamics in Federated Incremental Learning with Variational Embedding Rehearsal Oct 19, 2021 Federated Learning Incremental Learning
— Unverified User-Centric Federated Learning Oct 19, 2021 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 Towards Federated Bayesian Network Structure Learning with Continuous Optimization Oct 18, 2021 Federated Learning
Code Code Available Sim-to-Real Transfer in Multi-agent Reinforcement Networking for Federated Edge Computing Oct 18, 2021 Edge-computing Federated Learning
— Unverified Towards General Deep Leakage in Federated Learning Oct 18, 2021 Federated Learning Image Restoration
Code Code Available Semi-asynchronous Hierarchical Federated Learning for Cooperative Intelligent Transportation Systems Oct 18, 2021 Federated Learning
— Unverified A Federated Approach to Predict Emojis in Hindi Tweets Oct 16, 2021 Federated Learning Privacy Preserving
— Unverified Blockchain and Federated Edge Learning for Privacy-Preserving Mobile Crowdsensing Oct 16, 2021 Federated Learning Privacy Preserving
— Unverified Adapt to Adaptation: Learning Personalization for Cross-Silo Federated Learning Oct 15, 2021 Federated Learning
Code Code Available FedSLD: Federated Learning with Shared Label Distribution for Medical Image Classification 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 FedMe: Federated Learning via Model Exchange Oct 15, 2021 BIG-bench Machine Learning Federated Learning
— Unverified EdgeML: Towards Network-Accelerated Federated Learning over Wireless Edge Oct 14, 2021 Edge-computing Federated Learning
— Unverified Leveraging Spatial and Temporal Correlations in Sparsified Mean Estimation Oct 14, 2021 Federated Learning
— Unverified Federated Learning for COVID-19 Detection with Generative Adversarial Networks in Edge Cloud Computing Oct 14, 2021 Cloud Computing Federated Learning
Code Code Available Federated learning and next generation wireless communications: A survey on bidirectional relationship Oct 14, 2021 BIG-bench Machine Learning Decision Making
— Unverified FedSpeech: Federated Text-to-Speech with Continual Learning Oct 14, 2021 Continual Learning Federated Learning
— Unverified Distribution-Free Federated Learning with Conformal Predictions Oct 14, 2021 Decision Making 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 Graph-Fraudster: Adversarial Attacks on Graph Neural Network Based Vertical Federated Learning Oct 13, 2021 Adversarial Attack Federated Learning
Code Code Available 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 Deep Federated Learning for Autonomous Driving Oct 12, 2021 Autonomous Driving Federated Learning
Code Code Available Partial Variable Training for Efficient On-Device Federated Learning Oct 11, 2021 Federated Learning speech-recognition
— Unverified Homogeneous Learning: Self-Attention Decentralized Deep Learning Oct 11, 2021 Deep Learning Federated Learning
Code Code Available 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 The Skellam Mechanism for Differentially Private Federated Learning Oct 11, 2021 Federated Learning
Code Code Available ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training Oct 11, 2021 Federated Learning Image Segmentation
Code Code Available Gradual Federated Learning with Simulated Annealing Oct 11, 2021 Federated Learning
— Unverified FRL: Federated Rank Learning Oct 8, 2021 Federated Learning
— Unverified 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 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 Enabling On-Device Training of Speech Recognition Models with Federated Dropout Oct 7, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Neural Tangent Kernel Empowered Federated Learning Oct 7, 2021 Federated Learning Privacy Preserving
— Unverified Towards Federated Learning-Enabled Visible Light Communication in 6G Systems Oct 7, 2021 Federated Learning
— Unverified Federated Learning from Small Datasets Oct 7, 2021 Federated Learning
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