ZooPFL: Exploring Black-box Foundation Models for Personalized Federated Learning Oct 8, 2023 Federated Learning Personalized Federated Learning
Code Code Available Federated Self-Supervised Learning of Monocular Depth Estimators for Autonomous Vehicles Oct 7, 2023 Autonomous Vehicles Depth Estimation
— Unverified Profit: Benchmarking Personalization and Robustness Trade-off in Federated Prompt Tuning Oct 6, 2023 Benchmarking Federated Learning
— Unverified Utilizing Free Clients in Federated Learning for Focused Model Enhancement Oct 6, 2023 Federated Learning
— Unverified Kick Bad Guys Out! Conditionally Activated Anomaly Detection in Federated Learning with Zero-Knowledge Proof Verification Oct 6, 2023 Anomaly Detection Federated Learning
— Unverified FedConv: Enhancing Convolutional Neural Networks for Handling Data Heterogeneity in Federated Learning Oct 6, 2023 Federated Learning
Code Code Available The Role of Federated Learning in a Wireless World with Foundation Models Oct 6, 2023 Federated Learning
— Unverified Towards Understanding Generalization and Stability Gaps between Centralized and Decentralized Federated Learning Oct 5, 2023 Federated Learning valid
— Unverified Over-the-Air Federated Learning with Compressed Sensing: Is Sparsification Necessary? Oct 5, 2023 compressed sensing Federated Learning
— Unverified PrIeD-KIE: Towards Privacy Preserved Document Key Information Extraction Oct 5, 2023 Document AI Federated Learning
— Unverified Solving a Class of Non-Convex Minimax Optimization in Federated Learning Oct 5, 2023 Federated Learning
Code Code Available Inclusive Data Representation in Federated Learning: A Novel Approach Integrating Textual and Visual Prompt Oct 4, 2023 Contrastive Learning Federated Learning
— Unverified FedHyper: A Universal and Robust Learning Rate Scheduler for Federated Learning with Hypergradient Descent Oct 4, 2023 Federated Learning Hyperparameter Optimization
— Unverified Learning to Prompt Your Domain for Vision-Language Models Oct 4, 2023 Domain Adaptation Federated Learning
— Unverified Digital Ethics in Federated Learning Oct 4, 2023 Ethics Fairness
— Unverified Federated Fine-Tuning of LLMs on the Very Edge: The Good, the Bad, the Ugly Oct 4, 2023 Computational Efficiency Edge-computing
— Unverified On the Power of Adaptive Weighted Aggregation in Heterogeneous Federated Learning and Beyond Oct 4, 2023 Diversity Federated Learning
Code Code Available Hire When You Need to: Gradual Participant Recruitment for Auction-based Federated Learning Oct 4, 2023 Diversity Federated Learning
— Unverified Semi-Federated Learning: Convergence Analysis and Optimization of A Hybrid Learning Framework Oct 4, 2023 Federated Learning
— Unverified Heterogeneous Federated Learning Using Knowledge Codistillation Oct 4, 2023 Federated Learning image-classification
— Unverified Federated Conditional Stochastic Optimization Oct 4, 2023 Distributed Optimization Federated Learning
— Unverified zkFL: Zero-Knowledge Proof-based Gradient Aggregation for Federated Learning Oct 4, 2023 Federated Learning
— Unverified Recent Methodological Advances in Federated Learning for Healthcare Oct 4, 2023 Federated Learning
— Unverified Enhanced Federated Optimization: Adaptive Unbiased Client Sampling with Reduced Variance Oct 4, 2023 Federated Learning
— Unverified Federated Wasserstein Distance Oct 3, 2023 Federated Learning
— Unverified FLEDGE: Ledger-based Federated Learning Resilient to Inference and Backdoor Attacks Oct 3, 2023 Federated Learning
— Unverified Adversarial Client Detection via Non-parametric Subspace Monitoring in the Internet of Federated Things Oct 2, 2023 Adversarial Attack Federated Learning
— Unverified Window-based Model Averaging Improves Generalization in Heterogeneous Federated Learning Oct 2, 2023 Federated Learning
— Unverified Federated K-means Clustering Oct 2, 2023 Clustering Federated Learning
— Unverified FedBPT: Efficient Federated Black-box Prompt Tuning for Large Language Models Oct 2, 2023 Federated Learning Privacy Preserving
— Unverified Towards Understanding Adversarial Transferability in Federated Learning Oct 1, 2023 Attribute Federated Learning
— Unverified Intelligent Client Selection for Federated Learning using Cellular Automata Oct 1, 2023 Federated Learning
Code Code Available Mind the Gap: Federated Learning Broadens Domain Generalization in Diagnostic AI Models Oct 1, 2023 Diagnostic Diversity
Code Code Available Bridging the Gap Between Foundation Models and Heterogeneous Federated Learning Sep 30, 2023 Federated Learning Model Compression
— Unverified Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning Sep 30, 2023 Federated Learning
— Unverified FedLPA: One-shot Federated Learning with Layer-Wise Posterior Aggregation Sep 30, 2023 Federated Learning
Code Code Available Enabling Differentially Private Federated Learning for Speech Recognition: Benchmarks, Adaptive Optimizers and Gradient Clipping Sep 29, 2023 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified The Gift of Feedback: Improving ASR Model Quality by Learning from User Corrections through Federated Learning Sep 29, 2023 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified FedAIoT: A Federated Learning Benchmark for Artificial Intelligence of Things Sep 29, 2023 Benchmarking Federated Learning
Code Code Available Benchmarking Collaborative Learning Methods Cost-Effectiveness for Prostate Segmentation Sep 29, 2023 Benchmarking Federated Learning
— Unverified FedZeN: Towards superlinear zeroth-order federated learning via incremental Hessian estimation Sep 29, 2023 Federated Learning Privacy Preserving
— Unverified Mode Connectivity and Data Heterogeneity of Federated Learning Sep 29, 2023 Federated Learning Linear Mode Connectivity
— Unverified A Survey of Incremental Transfer Learning: Combining Peer-to-Peer Federated Learning and Domain Incremental Learning for Multicenter Collaboration Sep 29, 2023 Continual Learning Federated Learning
Code Code Available A Comprehensive View of Personalized Federated Learning on Heterogeneous Clinical Datasets Sep 28, 2023 Federated Learning Personalized Federated Learning
Code Code Available Applications of Federated Learning in IoT for Hyper Personalisation Sep 28, 2023 Federated Learning
— Unverified Anti-Matthew FL: Bridging the Performance Gap in Federated Learning to Counteract the Matthew Effect Sep 28, 2023 Fairness Federated Learning
— Unverified Collaborative Distributed Machine Learning Sep 28, 2023 Federated Learning
— Unverified Resisting Backdoor Attacks in Federated Learning via Bidirectional Elections and Individual Perspective Sep 28, 2023 Federated Learning
Code Code Available Generalizable Heterogeneous Federated Cross-Correlation and Instance Similarity Learning Sep 28, 2023 Domain Generalization Federated Learning
Code Code Available Genetic Algorithm-Based Dynamic Backdoor Attack on Federated Learning-Based Network Traffic Classification Sep 27, 2023 Backdoor Attack Federated Learning
Code Code Available 