Federated Noisy Client Learning Jun 24, 2021 Federated Learning
Code Code Available 5 FedTune: Automatic Tuning of Federated Learning Hyper-Parameters from System Perspective Oct 6, 2021 Federated Learning
Code Code Available 5 Automatic Structured Pruning for Efficient Architecture in Federated Learning Nov 4, 2024 Federated Learning
Code Code Available 5 Adaptive Federated Learning in Resource Constrained Edge Computing Systems Apr 14, 2018 BIG-bench Machine Learning Edge-computing
Code Code Available 5 Federated Optimization for Heterogeneous Networks May 16, 2019 Federated Learning Multi-Task Learning
Code Code Available 5 Federated Stain Normalization for Computational Pathology Sep 29, 2022 Diversity Federated Learning
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 Federated Hybrid Model Pruning through Loss Landscape Exploration May 16, 2024 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 Neural Radiance Fields May 2, 2023 Federated Learning NeRF
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 Federated Multi-armed Bandits with Personalization Feb 25, 2021 Federated Learning Multi-Armed Bandits
Code Code Available 5 Federated Multi-Task Learning May 30, 2017 BIG-bench Machine Learning 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 AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Jan 8, 2025 Federated Learning
Code Code Available 5 A Universal Metric of Dataset Similarity for Cross-silo Federated Learning Apr 29, 2024 Federated Learning Privacy Preserving
Code Code Available 5 Adaptive Expert Models for Personalization in Federated Learning Jun 15, 2022 Federated Learning Mixture-of-Experts
Code Code Available 5 A Unified Solution to Diverse Heterogeneities in One-shot Federated Learning Oct 28, 2024 Federated Learning
Code Code Available 5 Aggressive or Imperceptible, or Both: Network Pruning Assisted Hybrid Byzantines in Federated Learning Apr 9, 2024 Federated Learning Network Pruning
Code Code Available 5 Federated LoRA with Sparse Communication Jun 7, 2024 Federated Learning
Code Code Available 5 A Unified Benchmark of Federated Learning with Kolmogorov-Arnold Networks for Medical Imaging Apr 28, 2025 Federated Learning Kolmogorov-Arnold Networks
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 Submodel Optimization for Hot and Cold Data Features Sep 16, 2021 Federated Learning
Code Code Available 5 Federated Learning with Reduced Information Leakage and Computation Oct 10, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Aggregation Delayed Federated Learning Aug 17, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available 5 AugFL: Augmenting Federated Learning with Pretrained Models Mar 4, 2025 Federated Learning Meta-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 Non-IID Data Jun 2, 2018 Federated Learning
Code Code Available 5 Federated Learning with Only Positive Labels Apr 21, 2020 Federated Learning Multi-class Classification
Code Code Available 5 Aggregating Intrinsic Information to Enhance BCI Performance through Federated Learning Aug 14, 2023 Brain Computer Interface EEG
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 Attribute Inference Attacks for Federated Regression Tasks Nov 19, 2024 Attribute Federated Learning
Code Code Available 5 Attentive Federated Learning for Concept Drift in Distributed 5G Edge Networks Nov 14, 2021 Continual Learning Edge-computing
Code Code Available 5 Attention on Personalized Clinical Decision Support System: Federated Learning Approach Jan 22, 2024 Disease Prediction Federated Learning
Code Code Available 5 Attacks on fairness in Federated Learning Nov 21, 2023 Attribute Backdoor Attack
Code Code Available 5 Federated Learning with Additional Mechanisms on Clients to Reduce Communication Costs Aug 16, 2019 Federated Learning
Code Code Available 5 Attack-Resistant Federated Learning with Residual-based Reweighting Dec 24, 2019 Federated Learning regression
Code Code Available 5 Federated Learning with a Single Shared Image Jun 18, 2024 Federated Learning Knowledge Distillation
Code Code Available 5 Federated Learning via Plurality Vote Oct 6, 2021 Federated Learning Quantization
Code Code Available 5 ATR-Bench: A Federated Learning Benchmark for Adaptation, Trust, and Reasoning May 22, 2025 Federated Learning
Code Code Available 5 A generic framework for privacy preserving deep learning Nov 9, 2018 Deep Learning Federated Learning
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 under Partially Class-Disjoint Data via Manifold Reshaping May 29, 2024 Federated Learning
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 