Analysis of Privacy Leakage in Federated Large Language Models Mar 2, 2024 Federated Learning
Code Code Available 5 Genetic CFL: Optimization of Hyper-Parameters in Clustered Federated Learning Jul 15, 2021 Edge-computing Federated Learning
Code Code Available 5 Biscotti: A Ledger for Private and Secure Peer-to-Peer Machine Learning Nov 24, 2018 BIG-bench Machine Learning Federated Learning
Code Code Available 5 Federating Dynamic Models using Early-Exit Architectures for Automatic Speech Recognition on Heterogeneous Clients May 27, 2024 Automatic Speech Recognition Federated Learning
Code Code Available 5 GLASU: A Communication-Efficient Algorithm for Federated Learning with Vertically Distributed Graph Data Mar 16, 2023 Federated Learning Graph Neural Network
Code Code Available 5 FedExP: Speeding Up Federated Averaging via Extrapolation Jan 23, 2023 Federated Learning
Code Code Available 5 Federated User Preference Modeling for Privacy-Preserving Cross-Domain Recommendation Aug 26, 2024 Federated Learning Privacy Preserving
Code Code Available 5 Federated Unlearning Made Practical: Seamless Integration via Negated Pseudo-Gradients Apr 8, 2025 Federated Learning image-classification
Code Code Available 5 A Novel Defense Against Poisoning Attacks on Federated Learning: LayerCAM Augmented with Autoencoder Jun 2, 2024 Federated Learning Model Poisoning
Code Code Available 5 Federated Unlearning via Class-Discriminative Pruning Oct 22, 2021 Federated Learning image-classification
Code Code Available 5 Federated Visual Classification with Real-World Data Distribution Mar 18, 2020 Classification Diversity
Code Code Available 5 Federated Two Stage Decoupling With Adaptive Personalization Layers Aug 30, 2023 Clustering Federated Learning
Code Code Available 5 Federated Survival Forests Feb 6, 2023 Federated Learning Missing Values
Code Code Available 5 Masked Random Noise for Communication Efficient Federated Learning Aug 6, 2024 Federated Learning
Code Code Available 5 Federated Zeroth-Order Optimization using Trajectory-Informed Surrogate Gradients Aug 8, 2023 Adversarial Attack Federated Learning
Code Code Available 5 FedNS: A Fast Sketching Newton-Type Algorithm for Federated Learning Jan 5, 2024 Federated Learning
Code Code Available 5 Federated Semi-Supervised Multi-Task Learning to Detect COVID-19 and Lungs Segmentation Marking Using Chest Radiography Images and Raspberry Pi Devices: An Internet of Medical Things Application Jul 24, 2021 Federated Learning Multi-Task Learning
Code Code Available 5 Graph Federated Learning for CIoT Devices in Smart Home Applications Dec 29, 2022 Federated Learning Scheduling
Code Code Available 5 Federated singular value decomposition for high dimensional data May 24, 2022 Federated Learning Vocal Bursts Intensity Prediction
Code Code Available 5 An Adaptive Kernel Approach to Federated Learning of Heterogeneous Causal Effects Jan 1, 2023 Causal Inference Federated Learning
Code Code Available 5 Federated Representation Learning in the Under-Parameterized Regime Jun 7, 2024 Federated Learning Personalized Federated Learning
Code Code Available 5 Lottery Aware Sparsity Hunting: Enabling Federated Learning on Resource-Limited Edge Aug 27, 2022 Federated Learning Model Compression
Code Code Available 5 Federated Over-Air Subspace Tracking from Incomplete and Corrupted Data Feb 28, 2020 Federated Learning
Code Code Available 5 Federated Optimization for Heterogeneous Networks May 16, 2019 Federated Learning Multi-Task Learning
Code Code Available 5 Federated Prediction-Powered Inference from Decentralized Data Sep 3, 2024 Federated Learning Prediction
Code Code Available 5 Achieving Distributive Justice in Federated Learning via Uncertainty Quantification Apr 22, 2025 Ethics Fairness
Code Code Available 5 FedPCL-CDR: A Federated Prototype-based Contrastive Learning Framework for Privacy-Preserving Cross-domain Recommendation Sep 5, 2024 Contrastive Learning Federated Learning
Code Code Available 5 Federated Neural Radiance Fields May 2, 2023 Federated Learning NeRF
Code Code Available 5 BERT WEAVER: Using WEight AVERaging to enable lifelong learning for transformer-based models in biomedical semantic search engines Feb 21, 2022 Federated Learning Lifelong learning
Code Code Available 5 Federated Noisy Client Learning Jun 24, 2021 Federated Learning
Code Code Available 5 Federated Spectral Graph Transformers Meet Neural Ordinary Differential Equations for Non-IID Graphs Apr 16, 2025 Federated Learning Fraud Detection
Code Code Available 5 Federated Multi-Task Learning May 30, 2017 BIG-bench Machine Learning Federated Learning
Code Code Available 5 Federated Multi-Task Learning on Non-IID Data Silos: An Experimental Study Feb 20, 2024 Federated Learning Multi-Task Learning
Code Code Available 5 Federated Multimodal Learning with Dual Adapters and Selective Pruning for Communication and Computational Efficiency Mar 10, 2025 Computational Efficiency Federated Learning
Code Code Available 5 Benchmarking Federated Learning for Semantic Datasets: Federated Scene Graph Generation Dec 11, 2024 Benchmarking Federated Learning
Code Code Available 5 Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Dec 2, 2024 Brain Computer Interface EEG
Code Code Available 5 Benchmarking Data Heterogeneity Evaluation Approaches for Personalized Federated Learning Oct 9, 2024 Benchmarking Fairness
Code Code Available 5 Achieving Byzantine-Resilient Federated Learning via Layer-Adaptive Sparsified Model Aggregation Sep 2, 2024 Federated Learning
Code Code Available 5 Federated Multi-armed Bandits with Personalization Feb 25, 2021 Federated Learning Multi-Armed Bandits
Code Code Available 5 Federated LoRA with Sparse Communication Jun 7, 2024 Federated Learning
Code Code Available 5 Federated Low-Rank Adaptation for Foundation Models: A Survey May 16, 2025 Federated Learning Survey
Code Code Available 5 Federated Learning with Unreliable Clients: Performance Analysis and Mechanism Design May 10, 2021 Federated Learning
Code Code Available 5 BEFL: Balancing Energy Consumption in Federated Learning for Mobile Edge IoT Dec 5, 2024 Federated Learning Imitation Learning
Code Code Available 5 Lessons from Generalization Error Analysis of Federated Learning: You May Communicate Less Often! Jun 9, 2023 Federated Learning
Code Code Available 5 Federated Machine Learning: Concept and Applications Feb 13, 2019 BIG-bench Machine Learning Federated Learning
Code Code Available 5 FedBAT: Communication-Efficient Federated Learning via Learnable Binarization Aug 6, 2024 Binarization Federated Learning
Code Code Available 5 Bayesian Robust Aggregation for Federated Learning May 5, 2025 Bayesian Inference Federated Learning
Code Code Available 5 Federated Learning with Reservoir State Analysis for Time Series Anomaly Detection Feb 8, 2025 Anomaly Detection Computational Efficiency
Code Code Available 5 Federated Learning with Uncertainty-Based Client Clustering for Fleet-Wide Fault Diagnosis Apr 26, 2023 Clustering Fault Diagnosis
Code Code Available 5 Federated Nearest Neighbor Classification with a Colony of Fruit-Flies: With Supplement Dec 14, 2021 Federated Learning Outlier Detection
Code Code Available 5 