Centralized and Federated Heart Disease Classification Models Using UCI Dataset and their Shapley-value Based Interpretability Aug 12, 2024 Binary Classification Classification
Code Code Available Towards Energy-Aware Federated Learning on Battery-Powered Clients Aug 9, 2022 Fairness Federated Learning
Code Code Available Cellular Traffic Prediction via Byzantine-robust Asynchronous Federated Learning May 25, 2025 Federated Learning Prediction
Code Code Available Capture Global Feature Statistics for One-Shot Federated Learning Mar 10, 2025 Federated Learning
Code Code Available Exploring Vacant Classes in Label-Skewed Federated Learning Jan 4, 2024 Federated Learning Knowledge Distillation
Code Code Available Privacy and Trust Redefined in Federated Machine Learning Mar 29, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available TablePuppet: A Generic Framework for Relational Federated Learning Mar 23, 2024 Federated Learning
Code Code Available Homogeneous Learning: Self-Attention Decentralized Deep Learning Oct 11, 2021 Deep Learning Federated Learning
Code Code Available Novel clustered federated learning based on local loss Jul 12, 2024 Clustering Federated Learning
Code Code Available Sharp Bounds for Federated Averaging (Local SGD) and Continuous Perspective Nov 5, 2021 Federated Learning
Code Code Available Sharp Bounds for Sequential Federated Learning on Heterogeneous Data May 2, 2024 Federated Learning
Code Code Available EAB-FL: Exacerbating Algorithmic Bias through Model Poisoning Attacks in Federated Learning Oct 2, 2024 Fairness Federated Learning
Code Code Available Rethinking the Defense Against Free-rider Attack From the Perspective of Model Weight Evolving Frequency Jun 11, 2022 Federated Learning Privacy Preserving
Code Code Available Toward Fair Federated Learning under Demographic Disparities and Data Imbalance May 14, 2025 Fairness Federated Learning
Code Code Available The Cost of Training Machine Learning Models over Distributed Data Sources Sep 15, 2022 Federated Learning
Code Code Available Communication Efficient Private Federated Learning Using Dithering Sep 14, 2023 Federated Learning Quantization
Code Code Available Communication-Efficient Online Federated Learning Framework for Nonlinear Regression Oct 13, 2021 Federated Learning regression
Code Code Available Privacy-Aware Energy Consumption Modeling of Connected Battery Electric Vehicles using Federated Learning Dec 12, 2023 Federated Learning
Code Code Available Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System Jan 29, 2019 BIG-bench Machine Learning Collaborative Filtering
Code Code Available OLALa: Online Learned Adaptive Lattice Codes for Heterogeneous Federated Learning Jun 25, 2025 Federated Learning Quantization
Code Code Available Federated clustering with GAN-based data synthesis Oct 29, 2022 Clustering Federated Learning
Code Code Available Sharper Rates and Flexible Framework for Nonconvex SGD with Client and Data Sampling Jun 5, 2022 Federated Learning
Code Code Available Variational Bayes for Federated Continual Learning May 23, 2024 Continual Learning Federated Learning
Code Code Available E-3SFC: Communication-Efficient Federated Learning with Double-way Features Synthesizing Feb 5, 2025 Federated Learning Scheduling
Code Code Available An effective and efficient green federated learning method for one-layer neural networks Dec 22, 2023 Edge-computing Federated Learning
Code Code Available On ADMM in Heterogeneous Federated Learning: Personalization, Robustness, and Fairness Jul 23, 2024 Fairness Federated Learning
Code Code Available DynamicFL: Federated Learning with Dynamic Communication Resource Allocation Sep 8, 2024 Federated Learning
Code Code Available Federated Classification in Hyperbolic Spaces via Secure Aggregation of Convex Hulls Aug 14, 2023 Federated Learning graph partitioning
Code Code Available Revealing and Protecting Labels in Distributed Training Oct 31, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Dynamically Weighted Federated k-Means Oct 23, 2023 Clustering Federated Learning
Code Code Available Reveal Your Images: Gradient Leakage Attack against Unbiased Sampling-Based Secure Aggregation Apr 28, 2023 Federated Learning
Code Code Available Bidirectional compression in heterogeneous settings for distributed or federated learning with partial participation: tight convergence guarantees Jun 25, 2020 Federated Learning
Code Code Available Federated Black-Box Adaptation for Semantic Segmentation Oct 31, 2024 Federated Learning Semantic Segmentation
Code Code Available Communication-Efficient Hierarchical Federated Learning for IoT Heterogeneous Systems with Imbalanced Data Jul 14, 2021 Federated Learning
Code Code Available ARIA: On the Interaction Between Architectures, Initialization and Aggregation Methods for Federated Visual Classification Nov 24, 2023 Federated Learning image-classification
Code Code Available Automatic Structured Pruning for Efficient Architecture in Federated Learning Nov 4, 2024 Federated Learning
Code Code Available Hybrid Federated Learning: Algorithms and Implementation Dec 22, 2020 Federated Learning
Code Code Available Revisiting Ensembling in One-Shot Federated Learning Nov 11, 2024 Federated Learning
Code Code Available On-Demand Sampling: Learning Optimally from Multiple Distributions Oct 22, 2022 Fairness Federated Learning
Code Code Available On-Device Collaborative Language Modeling via a Mixture of Generalists and Specialists Sep 20, 2024 Federated Learning Language Modeling
Code Code Available On-device Content-based Recommendation with Single-shot Embedding Pruning: A Cooperative Game Perspective Nov 20, 2024 Federated Learning Recommendation Systems
Code Code Available Federated Behavioural Planes: Explaining the Evolution of Client Behaviour in Federated Learning May 24, 2024 counterfactual Decision Making
Code Code Available Tackling Data Heterogeneity in Federated Learning through Knowledge Distillation with Inequitable Aggregation Jun 25, 2025 Federated Learning Knowledge Distillation
Code Code Available Unsupervised Clustered Federated Learning in Complex Multi-source Acoustic Environments Jun 7, 2021 Clustering Federated Learning
Code Code Available Communication-Efficient Gradient Descent-Accent Methods for Distributed Variational Inequalities: Unified Analysis and Local Updates Jun 8, 2023 Federated Learning
Code Code Available Federated Active Learning for Target Domain Generalisation Dec 4, 2023 Active Learning Federated Learning
Code Code Available CaPriDe Learning: Confidential and Private Decentralized Learning Based on Encryption-Friendly Distillation Loss Jan 1, 2023 Federated Learning Knowledge Distillation
Code Code Available One for One, or All for All: Equilibria and Optimality of Collaboration in Federated Learning Mar 4, 2021 All Federated Learning
Code Code Available Federated Hybrid Model Pruning through Loss Landscape Exploration May 16, 2024 Computational Efficiency Federated Learning
Code Code Available Mithridates: Auditing and Boosting Backdoor Resistance of Machine Learning Pipelines Feb 9, 2023 AutoML Federated Learning
Code Code Available 