FedDefender: Client-Side Attack-Tolerant Federated Learning Jul 18, 2023 Federated Learning Knowledge Distillation
Code Code Available Privacy-preserving patient clustering for personalized federated learning Jul 17, 2023 Clustering Federated Learning
Code Code Available Local or Global: Selective Knowledge Assimilation for Federated Learning with Limited Labels Jul 17, 2023 Federated Learning Pseudo Label
— Unverified A Secure Aggregation for Federated Learning on Long-Tailed Data Jul 17, 2023 Federated Learning
— Unverified FedCME: Client Matching and Classifier Exchanging to Handle Data Heterogeneity in Federated Learning Jul 17, 2023 Federated Learning
— Unverified DynamicFL: Balancing Communication Dynamics and Client Manipulation for Federated Learning Jul 16, 2023 Federated Learning Scheduling
— Unverified A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Jul 16, 2023 Continual Learning Federated Learning
Code Code Available Ed-Fed: A generic federated learning framework with resource-aware client selection for edge devices Jul 14, 2023 Automatic Speech Recognition Federated Learning
— Unverified Improved Convergence Analysis and SNR Control Strategies for Federated Learning in the Presence of Noise Jul 14, 2023 Federated Learning
— Unverified Population Expansion for Training Language Models with Private Federated Learning Jul 14, 2023 Domain Adaptation Federated Learning
— Unverified L-DAWA: Layer-wise Divergence Aware Weight Aggregation in Federated Self-Supervised Visual Representation Learning Jul 14, 2023 Federated Learning Representation Learning
Code Code Available Federated Learning-Empowered AI-Generated Content in Wireless Networks Jul 14, 2023 Federated Learning
— Unverified FedBIAD: Communication-Efficient and Accuracy-Guaranteed Federated Learning with Bayesian Inference-Based Adaptive Dropout Jul 14, 2023 Bayesian Inference Federated Learning
— Unverified Layer-wise Linear Mode Connectivity Jul 13, 2023 Federated Learning Linear Mode Connectivity
Code Code Available Online Distributed Learning with Quantized Finite-Time Coordination Jul 13, 2023 Federated Learning
— Unverified FDAPT: Federated Domain-adaptive Pre-training for Language Models Jul 12, 2023 Computational Efficiency Federated Learning
Code Code Available Tackling Computational Heterogeneity in FL: A Few Theoretical Insights Jul 12, 2023 Federated Learning
— Unverified Locally Adaptive Federated Learning Jul 12, 2023 Federated Learning
Code Code Available Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available Combating Data Imbalances in Federated Semi-supervised Learning with Dual Regulators Jul 11, 2023 Federated Learning
— Unverified DBFed: Debiasing Federated Learning Framework based on Domain-Independent Jul 10, 2023 Fairness Federated Learning
— Unverified FedYolo: Augmenting Federated Learning with Pretrained Transformers Jul 10, 2023 Federated Learning
— Unverified Advances and Challenges in Meta-Learning: A Technical Review Jul 10, 2023 Continual Learning Domain Adaptation
— Unverified Minimax Excess Risk of First-Order Methods for Statistical Learning with Data-Dependent Oracles Jul 10, 2023 Federated Learning parameter estimation
— Unverified Fairness-aware Federated Minimax Optimization with Convergence Guarantee Jul 10, 2023 Fairness Federated Learning
— Unverified FedDCT: A Dynamic Cross-Tier Federated Learning Framework in Wireless Networks Jul 10, 2023 Federated Learning Privacy Preserving
— Unverified Incentive Allocation in Vertical Federated Learning Based on Bankruptcy Problem Jul 7, 2023 Fairness Federated Learning
— Unverified Federated Unlearning via Active Forgetting Jul 7, 2023 Federated Learning Incremental Learning
— Unverified Federated Learning over a Wireless Network: Distributed User Selection through Random Access Jul 7, 2023 Fairness Federated Learning
— Unverified Large Language Models Empowered Autonomous Edge AI for Connected Intelligence Jul 6, 2023 Code Generation Federated Learning
— Unverified Meta Federated Reinforcement Learning for Distributed Resource Allocation Jul 6, 2023 Federated Learning Meta-Learning
— Unverified FLuID: Mitigating Stragglers in Federated Learning using Invariant Dropout Jul 5, 2023 Federated Learning Model extraction
Code Code Available Personalized Federated Learning via Amortized Bayesian Meta-Learning Jul 5, 2023 Federated Learning Meta-Learning
— Unverified VertiBench: Advancing Feature Distribution Diversity in Vertical Federated Learning Benchmarks Jul 5, 2023 Diversity Feature Correlation
Code Code Available Towards Open Federated Learning Platforms: Survey and Vision from Technical and Legal Perspectives Jul 5, 2023 Federated Learning Survey
Code Code Available An Analysis of Untargeted Poisoning Attack and Defense Methods for Federated Online Learning to Rank Systems Jul 4, 2023 Federated Learning Learning-To-Rank
— Unverified Analyzing the vulnerabilities in SplitFed Learning: Assessing the robustness against Data Poisoning Attacks Jul 4, 2023 Data Poisoning Federated Learning
— Unverified FedHIL: Heterogeneity Resilient Federated Learning for Robust Indoor Localization with Mobile Devices Jul 4, 2023 Federated Learning Indoor Localization
Code Code Available SelfFed: Self-supervised Federated Learning for Data Heterogeneity and Label Scarcity in IoMT Jul 4, 2023 Federated Learning Self-Supervised Learning
— Unverified Over-The-Air Federated Learning: Status Quo, Open Challenges, and Future Directions Jul 3, 2023 Federated Learning
— Unverified FedDefender: Backdoor Attack Defense in Federated Learning Jul 2, 2023 Backdoor Attack Data Poisoning
Code Code Available PatternGPT :A Pattern-Driven Framework for Large Language Model Text Generation Jul 2, 2023 Federated Learning Language Modeling
— Unverified Don't Memorize; Mimic The Past: Federated Class Incremental Learning Without Episodic Memory Jul 2, 2023 class-incremental learning Class Incremental Learning
— Unverified Defending Against Poisoning Attacks in Federated Learning with Blockchain Jul 2, 2023 Federated Learning
— Unverified Fedward: Flexible Federated Backdoor Defense Framework with Non-IID Data Jul 1, 2023 backdoor defense Clustering
— Unverified Hierarchical Federated Learning Incentivization for Gas Usage Estimation Jul 1, 2023 Fairness Federated Learning
— Unverified FedCP: Separating Feature Information for Personalized Federated Learning via Conditional Policy Jul 1, 2023 Federated Learning Personalized Federated Learning
Code Code Available DeepMediX: A Deep Learning-Driven Resource-Efficient Medical Diagnosis Across the Spectrum Jul 1, 2023 Computational Efficiency Diagnostic
Code Code Available Improving Federated Aggregation with Deep Unfolding Networks Jun 30, 2023 Federated Learning
Code Code Available FedBone: Towards Large-Scale Federated Multi-Task Learning Jun 30, 2023 Federated Learning Multi-Task Learning
— Unverified 