When Do Curricula Work in Federated Learning? Dec 24, 2022 Federated Learning
Code Code Available Graph Federated Learning with Hidden Representation Sharing Dec 23, 2022 Federated Learning
— Unverified Deep Unfolding-based Weighted Averaging for Federated Learning in Heterogeneous Environments 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 Personalized Decentralized Multi-Task Learning Over Dynamic Communication Graphs Dec 21, 2022 Federated Learning Multi-Task Learning
— Unverified Free-Rider Games for Federated Learning with Selfish Clients in NextG Wireless Networks Dec 21, 2022 Federated Learning
— Unverified When Federated Learning Meets Pre-trained Language Models' Parameter-Efficient Tuning Methods Dec 20, 2022 Federated Learning
Code Code Available Adaptive Control of Client Selection and Gradient Compression for Efficient Federated Learning Dec 19, 2022 Federated Learning
— Unverified FedTADBench: Federated Time-Series Anomaly Detection Benchmark Dec 19, 2022 Anomaly Detection Federated Learning
Code Code Available AI Security for Geoscience and Remote Sensing: Challenges and Future Trends Dec 19, 2022 Adversarial Attack Backdoor Attack
— 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 On Noisy Evaluation in Federated Hyperparameter Tuning Dec 17, 2022 Federated Learning
Code Code Available Personalized Federated Recommender Systems with Private and Partially Federated AutoEncoders Dec 17, 2022 Decoder Federated Learning
— Unverified Toward Data Heterogeneity of Federated Learning Dec 17, 2022 Federated Learning
— Unverified Modeling Global Distribution for Federated Learning with Label Distribution Skew Dec 17, 2022 Federated Learning Generative Adversarial Network
Code Code Available FewFedWeight: Few-shot Federated Learning Framework across Multiple NLP Tasks Dec 16, 2022 Federated Learning Few-Shot Learning
— Unverified SplitGP: Achieving Both Generalization and Personalization in Federated Learning Dec 16, 2022 Federated Learning
— Unverified Federated Learning with Flexible Control Dec 16, 2022 Federated Learning Stochastic Optimization
— Unverified Mobile Augmented Reality with Federated Learning in the Metaverse Dec 16, 2022 Federated Learning object-detection
— 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 FedSkip: Combatting Statistical Heterogeneity with Federated Skip Aggregation Dec 14, 2022 Federated Learning
Code Code Available Scheduling and Aggregation Design for Asynchronous Federated Learning over Wireless Networks Dec 14, 2022 Federated Learning Scheduling
— Unverified FLAGS Framework for Comparative Analysis of Federated Learning Algorithms Dec 14, 2022 Federated Learning
— Unverified Hierarchical Over-the-Air FedGradNorm Dec 14, 2022 Federated Learning Multi-Task Learning
— Unverified Bayesian data fusion with shared priors Dec 14, 2022 Bayesian Inference Federated Learning
— Unverified Robust Split Federated Learning for U-shaped Medical Image Networks Dec 13, 2022 Federated Learning
Code Code Available AFLGuard: Byzantine-robust Asynchronous Federated Learning Dec 13, 2022 Federated Learning
— Unverified Over-The-Air Federated Learning Over Scalable Cell-free Massive MIMO Dec 13, 2022 Federated Learning
— Unverified Collaborating Heterogeneous Natural Language Processing Tasks via Federated Learning Dec 12, 2022 Federated Learning Natural Language Understanding
— Unverified ResFed: Communication Efficient Federated Learning by Transmitting Deep Compressed Residuals Dec 11, 2022 Federated Learning Quantization
— Unverified Federated Learning for Inference at Anytime and Anywhere Dec 8, 2022 Federated Learning
— Unverified Skellam Mixture Mechanism: a Novel Approach to Federated Learning with Differential Privacy Dec 8, 2022 Federated Learning Math
Code Code Available GTFLAT: Game Theory Based Add-On For Empowering Federated Learning Aggregation Techniques Dec 8, 2022 Federated Learning
Code Code Available Reconstructing Training Data from Model Gradient, Provably Dec 7, 2022 Federated Learning model
— Unverified MOB-FL: Mobility-Aware Federated Learning for Intelligent Connected Vehicles Dec 7, 2022 Federated Learning Trajectory Prediction
— Unverified Towards Fleet-wide Sharing of Wind Turbine Condition Information through Privacy-preserving Federated Learning Dec 7, 2022 Fault Detection Federated Learning
— Unverified PaDPaF: Partial Disentanglement with Partially-Federated GANs Dec 7, 2022 Disentanglement Federated Learning
Code Code Available Tackling Data Heterogeneity in Federated Learning with Class Prototypes Dec 6, 2022 Federated Learning Personalized Federated Learning
Code Code Available Encrypted machine learning of molecular quantum properties Dec 5, 2022 Federated Learning molecular representation
Code Code Available Unexpectedly Useful: Convergence Bounds And Real-World Distributed Learning Dec 5, 2022 Federated Learning
— Unverified HierarchyFL: Heterogeneous Federated Learning via Hierarchical Self-Distillation Dec 5, 2022 Diversity Federated Learning
— Unverified Differentiated Federated Reinforcement Learning Based Traffic Offloading on Space-Air-Ground Integrated Networks Dec 5, 2022 Fairness Federated Learning
— Unverified Refiner: Data Refining against Gradient Leakage Attacks in Federated Learning Dec 5, 2022 Federated Learning Semantic Similarity
— Unverified Multi-Layer Personalized Federated Learning for Mitigating Biases in Student Predictive Analytics Dec 5, 2022 Federated Learning Knowledge Tracing
— Unverified On the effectiveness of partial variance reduction in federated learning with heterogeneous data Dec 5, 2022 Diversity Federated Learning
Code Code Available Distributed Stochastic Gradient Descent with Cost-Sensitive and Strategic Agents Dec 5, 2022 Federated Learning
— Unverified Distributed Pruning Towards Tiny Neural Networks in Federated Learning Dec 5, 2022 Federated Learning Network Pruning
— Unverified 