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 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 Machine Learning: Concept and Applications Feb 13, 2019 BIG-bench Machine Learning Federated Learning
Code Code Available 5 Federated LoRA with Sparse Communication Jun 7, 2024 Federated 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 Low-Rank Adaptation for Foundation Models: A Survey May 16, 2025 Federated Learning Survey
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 Federated Optimization for Heterogeneous Networks May 16, 2019 Federated Learning Multi-Task Learning
Code Code Available 5 Federated Unlearning via Class-Discriminative Pruning Oct 22, 2021 Federated Learning image-classification
Code Code Available 5 Federated Learning with Reduced Information Leakage and Computation Oct 10, 2023 Federated Learning Privacy Preserving
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 Only Positive Labels Apr 21, 2020 Federated Learning Multi-class Classification
Code Code Available 5 Federated Learning with Non-IID Data Jun 2, 2018 Federated Learning
Code Code Available 5 Adaptive Client Selection with Personalization for Communication Efficient Federated Learning Nov 26, 2024 Activity Recognition Federated Learning
Code Code Available 5 Labeling Chaos to Learning Harmony: Federated Learning with Noisy Labels Aug 19, 2022 Federated Learning Learning with noisy labels
Code Code Available 5 Federated Learning with Intermediate Representation Regularization Oct 28, 2022 Federated Learning
Code Code Available 5 Federated Learning With Individualized Privacy Through Client Sampling Jan 29, 2025 Federated Learning
Code Code Available 5 Federated Learning with Heterogeneous Data Handling for Robust Vehicular Object Detection May 2, 2024 Autonomous Driving Federated Learning
Code Code Available 5 Federated Learning for Time-Series Healthcare Sensing with Incomplete Modalities May 20, 2024 Computational Efficiency Federated Learning
Code Code Available 5 A Framework for testing Federated Learning algorithms using an edge-like environment Jul 17, 2024 Edge-computing Federated Learning
Code Code Available 5 Navigating Alignment for Non-identical Client Class Sets: A Label Name-Anchored Federated Learning Framework Jan 1, 2023 Federated Learning
Code Code Available 5 Adaptive Client Sampling in Federated Learning via Online Learning with Bandit Feedback Dec 28, 2021 Federated Learning Stochastic Optimization
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 Asynchronous Federated Optimization Mar 10, 2019 Federated Learning
Code Code Available 5 Federated Learning via Plurality Vote Oct 6, 2021 Federated Learning Quantization
Code Code Available 5 Federated Learning with Additional Mechanisms on Clients to Reduce Communication Costs Aug 16, 2019 Federated Learning
Code Code Available 5 A Framework for Evaluating Privacy-Utility Trade-off in Vertical Federated Learning Sep 8, 2022 Federated Learning Privacy Preserving
Code Code Available 5 Federated Learning via Consensus Mechanism on Heterogeneous Data: A New Perspective on Convergence Nov 21, 2023 Fairness Federated Learning
Code Code Available 5 Asynchronous Federated Learning: A Scalable Approach for Decentralized Machine Learning Dec 23, 2024 Federated Learning Privacy Preserving
Code Code Available 5 Federated Learning under Periodic Client Participation and Heterogeneous Data: A New Communication-Efficient Algorithm and Analysis Oct 30, 2024 Federated Learning
Code Code Available 5 Federated Learning with a Single Shared Image Jun 18, 2024 Federated Learning Knowledge Distillation
Code Code Available 5 Federated Learning Under Attack: Exposing Vulnerabilities through Data Poisoning Attacks in Computer Networks Mar 5, 2024 Data Poisoning Federated Learning
Code Code Available 5 Federated Learning on Patient Data for Privacy-Protecting Polycystic Ovary Syndrome Treatment Aug 22, 2023 Federated Learning
Code Code Available 5 Federated Learning: Challenges, Methods, and Future Directions Aug 21, 2019 BIG-bench Machine Learning Distributed Optimization
Code Code Available 5 A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection Jul 23, 2019 BIG-bench Machine Learning Federated Learning
Code Code Available 5 Federated Learning under Partially Class-Disjoint Data via Manifold Reshaping May 29, 2024 Federated Learning
Code Code Available 5 Federated Learning with Unreliable Clients: Performance Analysis and Mechanism Design May 10, 2021 Federated Learning
Code Code Available 5 AsyncFedED: Asynchronous Federated Learning with Euclidean Distance based Adaptive Weight Aggregation May 27, 2022 Federated Learning
Code Code Available 5 Adaptive Active Inference Agents for Heterogeneous and Lifelong Federated Learning Oct 9, 2024 Federated Learning
Code Code Available 5 Asymmetrical Reciprocity-based Federated Learning for Resolving Disparities in Medical Diagnosis Dec 27, 2024 Diagnostic Federated Learning
Code Code Available 5 Federated Learning of Large Models at the Edge via Principal Sub-Model Training Aug 28, 2022 Federated Learning
Code Code Available 5 Federated Learning in Unreliable and Resource-Constrained Cellular Wireless Networks Dec 9, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available 5 Accelerating Federated Learning with a Global Biased Optimiser Aug 20, 2021 Federated Learning
Code Code Available 5 Federated Learning Meets Fairness and Differential Privacy Aug 23, 2021 Fairness Federated Learning
Code Code Available 5 A Field Guide to Federated Optimization Jul 14, 2021 Federated Learning
Code Code Available 5 Federated Learning in Non-IID Settings Aided by Differentially Private Synthetic Data Jun 1, 2022 Federated Learning image-classification
Code Code Available 5 Federated Causal Inference from Observational Data Aug 24, 2023 Causal Inference Federated Learning
Code Code Available 5 Federated Learning of Medical Concepts Embedding using BEHRT May 22, 2023 Federated Learning Language Modeling
Code Code Available 5 Federated Learning Hyper-Parameter Tuning from a System Perspective Nov 24, 2022 Federated Learning
Code Code Available 5 Federated Learning in ASR: Not as Easy as You Think Sep 30, 2021 Federated Learning speech-recognition
Code Code Available 5 