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: Challenges, Methods, and Future Directions Aug 21, 2019 BIG-bench Machine Learning Distributed Optimization
Code Code Available 5 Controlling Participation in Federated Learning with Feedback Nov 28, 2024 Computational Efficiency Federated Learning
Code Code Available 5 Federated Learning with Intermediate Representation Regularization Oct 28, 2022 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 AsyncFedED: Asynchronous Federated Learning with Euclidean Distance based Adaptive Weight Aggregation May 27, 2022 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 via Plurality Vote Oct 6, 2021 Federated Learning Quantization
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 under Periodic Client Participation and Heterogeneous Data: A New Communication-Efficient Algorithm and Analysis Oct 30, 2024 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 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 Federated Learning Under Attack: Exposing Vulnerabilities through Data Poisoning Attacks in Computer Networks Mar 5, 2024 Data Poisoning Federated Learning
Code Code Available 5 A Field Guide to Federated Optimization Jul 14, 2021 Federated Learning
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 of Socially Appropriate Agent Behaviours in Simulated Home Environments Mar 12, 2024 Continual Learning 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 of Large Models at the Edge via Principal Sub-Model Training Aug 28, 2022 Federated Learning
Code Code Available 5 Federated Learning of Models Pre-Trained on Different Features with Consensus Graphs Jun 2, 2023 Federated Learning Time Series
Code Code Available 5 Constructing Adversarial Examples for Vertical Federated Learning: Optimal Client Corruption through Multi-Armed Bandit May 7, 2024 Federated Learning Thompson Sampling
Code Code Available 5 Constructing Adversarial Examples for Vertical Federated Learning: Optimal Client Corruption through Multi-Armed Bandit Aug 8, 2024 Federated Learning Thompson Sampling
Code Code Available 5 Federated Learning Meets Fairness and Differential Privacy Aug 23, 2021 Fairness Federated Learning
Code Code Available 5 Federated Causal Inference from Observational Data Aug 24, 2023 Causal Inference Federated Learning
Code Code Available 5 Federated Learning with Additional Mechanisms on Clients to Reduce Communication Costs Aug 16, 2019 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 in Chemical Engineering: A Tutorial on a Framework for Privacy-Preserving Collaboration Across Distributed Data Sources Nov 23, 2024 Data Integration Drug Discovery
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 Congruent Learning for Self-Regulated Federated Learning in 6G Jan 10, 2024 Federated Learning Management
Code Code Available 5 Anchor Sampling for Federated Learning with Partial Client Participation Jun 13, 2022 Federated Learning
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 Non-IID Settings Aided by Differentially Private Synthetic Data Jun 1, 2022 Federated Learning image-classification
Code Code Available 5 A Federated Random Forest Solution for Secure Distributed Machine Learning May 12, 2025 Federated Learning Incremental Learning
Code Code Available 5 A Survey on Group Fairness in Federated Learning: Challenges, Taxonomy of Solutions and Directions for Future Research Oct 4, 2024 Fairness Federated Learning
Code Code Available 5 Federated Learning From Big Data Over Networks Oct 27, 2020 Federated Learning regression
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 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 Non-factorizable Models using Deep Generative Prior Approximations May 25, 2024 Decision Making Epidemiology
Code Code Available 5 Federated Learning for Misbehaviour Detection with Variational Autoencoders and Gaussian Mixture Models May 16, 2024 Federated Learning
Code Code Available 5 Federated Learning for Mobile Keyboard Prediction Nov 8, 2018 Federated Learning Language Modeling
Code Code Available 5 Federated Learning with Unreliable Clients: Performance Analysis and Mechanism Design May 10, 2021 Federated Learning
Code Code Available 5 Federated Learning for Privacy-Preserving Feedforward Control in Multi-Agent Systems Mar 4, 2025 Autonomous Driving Federated Learning
Code Code Available 5 Federated LoRA with Sparse Communication Jun 7, 2024 Federated Learning
Code Code Available 5 Federated Learning for Data Streams Jan 4, 2023 Federated Learning
Code Code Available 5 Federated Learning for Keyword Spotting Oct 9, 2018 Federated Learning Keyword Spotting
Code Code Available 5 Federated Learning for Semantic Parsing: Task Formulation, Evaluation Setup, New Algorithms May 26, 2023 Federated Learning Semantic Parsing
Code Code Available 5 Federated learning compression designed for lightweight communications Oct 23, 2023 Cloud Computing 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 Beyond the Star: Local D2D Model Consensus with Global Cluster Sampling Sep 7, 2021 Federated Learning
Code Code Available 5 