SPEFL: Efficient Security and Privacy Enhanced Federated Learning Against Poisoning Attacks Jan 1, 2023 Federated Learning Privacy Preserving
— Unverified Bias-Eliminating Augmentation Learning for Debiased Federated Learning Jan 1, 2023 Federated Learning image-classification
— Unverified An Adaptive Kernel Approach to Federated Learning of Heterogeneous Causal Effects Jan 1, 2023 Causal Inference Federated Learning
Code Code Available Global Balanced Experts for Federated Long-Tailed Learning Jan 1, 2023 Federated Learning Privacy Preserving
Code Code Available FedSeg: Class-Heterogeneous Federated Learning for Semantic Segmentation Jan 1, 2023 Contrastive Learning Federated Learning
— Unverified Robust Heterogeneous Federated Learning under Data Corruption Jan 1, 2023 Data Augmentation Federated Learning
Code Code Available Generative Gradient Inversion via Over-Parameterized Networks in Federated Learning Jan 1, 2023 Federated Learning
Code Code Available Elastic Aggregation for Federated Optimization Jan 1, 2023 Federated Learning Privacy Preserving
— Unverified Reliable and Interpretable Personalized Federated Learning Jan 1, 2023 Federated Learning Personalized Federated Learning
— Unverified Fairness and Effectiveness in Federated Learning on Non-independent and Identically Distributed Data Jan 1, 2023 Fairness Federated Learning
— Unverified How To Prevent the Poor Performance Clients for Personalized Federated Learning? Jan 1, 2023 Federated Learning Generalization Bounds
— Unverified Mutual Information Regularization for Vertical Federated Learning Jan 1, 2023 Federated Learning Vertical Federated Learning
— Unverified CaPriDe Learning: Confidential and Private Decentralized Learning Based on Encryption-Friendly Distillation Loss Jan 1, 2023 Federated Learning Knowledge Distillation
Code Code Available Adaptive Channel Sparsity for Federated Learning Under System Heterogeneity Jan 1, 2023 Federated Learning
— Unverified Workie-Talkie: Accelerating Federated Learning by Overlapping Computing and Communications via Contrastive Regularization Jan 1, 2023 Federated Learning
— Unverified FedICT: Federated Multi-task Distillation for Multi-access Edge Computing Jan 1, 2023 Edge-computing Federated Learning
Code Code Available Deep Hierarchy Quantization Compression algorithm based on Dynamic Sampling Dec 30, 2022 Federated Learning Quantization
— Unverified Federated Multi-Agent Deep Reinforcement Learning Approach via Physics-Informed Reward for Multi-Microgrid Energy Management Dec 29, 2022 Deep Reinforcement Learning energy management
— Unverified Graph Federated Learning for CIoT Devices in Smart Home Applications Dec 29, 2022 Federated Learning Scheduling
Code Code Available Characterization of the Global Bias Problem in Aerial Federated Learning Dec 29, 2022 Federated Learning
— Unverified Proof of Swarm Based Ensemble Learning for Federated Learning Applications Dec 28, 2022 ECG Classification Ensemble Learning
— Unverified CC-FedAvg: Computationally Customized Federated Averaging Dec 28, 2022 Federated Learning
— Unverified Knowledge-Guided Data-Centric AI in Healthcare: Progress, Shortcomings, and Future Directions Dec 27, 2022 Data Augmentation Federated Learning
— Unverified A Survey on Federated Recommendation Systems Dec 27, 2022 Federated Learning Recommendation Systems
— Unverified Democratising Knowledge Representation with BioCypher Dec 27, 2022 Federated Learning Knowledge Graphs
— Unverified Social-Aware Clustered Federated Learning with Customized Privacy Preservation Dec 25, 2022 Federated Learning
— Unverified When Do Curricula Work in Federated Learning? Dec 24, 2022 Federated Learning
Code Code Available Deep Unfolding-based Weighted Averaging for Federated Learning in Heterogeneous Environments Dec 23, 2022 Federated Learning
— Unverified Graph Federated Learning with Hidden Representation Sharing Dec 23, 2022 Federated Learning
— Unverified AsyncFLEO: Asynchronous Federated Learning for LEO Satellite Constellations with High-Altitude Platforms Dec 22, 2022 Federated Learning
— Unverified Federated Learning -- Methods, Applications and beyond Dec 22, 2022 Federated Learning Transfer Learning
— Unverified Free-Rider Games for Federated Learning with Selfish Clients in NextG Wireless Networks Dec 21, 2022 Federated Learning
— Unverified Personalized Decentralized Multi-Task Learning Over Dynamic Communication Graphs Dec 21, 2022 Federated Learning Multi-Task Learning
— Unverified AI Security for Geoscience and Remote Sensing: Challenges and Future Trends Dec 19, 2022 Adversarial Attack Backdoor Attack
— Unverified Adaptive Control of Client Selection and Gradient Compression for Efficient Federated Learning Dec 19, 2022 Federated Learning
— Unverified Plankton-FL: Exploration of Federated Learning for Privacy-Preserving Training of Deep Neural Networks for Phytoplankton Classification Dec 18, 2022 Federated Learning Privacy Preserving
— Unverified Personalized Federated Recommender Systems with Private and Partially Federated AutoEncoders Dec 17, 2022 Decoder Federated Learning
— Unverified On Noisy Evaluation in Federated Hyperparameter Tuning Dec 17, 2022 Federated Learning
Code Code Available Toward Data Heterogeneity of Federated Learning Dec 17, 2022 Federated Learning
— Unverified Federated Learning with Flexible Control Dec 16, 2022 Federated Learning Stochastic Optimization
— Unverified FewFedWeight: Few-shot Federated Learning Framework across Multiple NLP Tasks Dec 16, 2022 Federated Learning Few-Shot Learning
— Unverified Mobile Augmented Reality with Federated Learning in the Metaverse Dec 16, 2022 Federated Learning object-detection
— Unverified SplitGP: Achieving Both Generalization and Personalization in Federated Learning Dec 16, 2022 Federated Learning
— Unverified Robust Learning Protocol for Federated Tumor Segmentation Challenge Dec 16, 2022 Federated Learning Tumor Segmentation
— Unverified White-box Inference Attacks against Centralized Machine Learning and Federated Learning Dec 15, 2022 Federated Learning Inference Attack
— Unverified Deep leakage from gradients Dec 15, 2022 Federated Learning
— Unverified Bayesian data fusion with shared priors Dec 14, 2022 Bayesian Inference Federated Learning
— Unverified Hierarchical Over-the-Air FedGradNorm Dec 14, 2022 Federated Learning Multi-Task Learning
— Unverified Scheduling and Aggregation Design for Asynchronous Federated Learning over Wireless Networks Dec 14, 2022 Federated Learning Scheduling
— Unverified FedSkip: Combatting Statistical Heterogeneity with Federated Skip Aggregation Dec 14, 2022 Federated Learning
Code Code Available 