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Federated Learning

Papers archive 2025-07-28

archive papers tagged: 6,771 · with a code link: 1,815 · where Syntology ran a sample: 457 (380 with a run with no instrument failure, 77 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (457 of 6,771 tagged: 380 with a run with no instrument failure, 77 where every run was a failure of Syntology's instrument)

Page 30 of 68: papers 2,901 to 3,000 of 6,771, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• FedDCL: a federated data collaboration learning as a hybrid-type privacy-preserving framework based on federated learning and data collaboration
  27 Sep 2024 0 repositories listed
• Hierarchical Federated ADMM
  27 Sep 2024 0 repositories listed
• HSTFL: A Heterogeneous Federated Learning Framework for Misaligned Spatiotemporal Forecasting
  27 Sep 2024 0 repositories listed
• Dataset Distillation-based Hybrid Federated Learning on Non-IID Data
  26 Sep 2024 0 repositories listed
• Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD
  26 Sep 2024 0 repositories listed
• Federated Learning under Attack: Improving Gradient Inversion for Batch of Images
  26 Sep 2024 0 repositories listed
• PDFed: Privacy-Preserving and Decentralized Asynchronous Federated Learning for Diffusion Models
  26 Sep 2024 0 repositories listed
• Decentralized Federated Learning with Gradient Tracking over Time-Varying Directed Networks
  25 Sep 2024 0 repositories listed
• Immersion and Invariance-based Coding for Privacy-Preserving Federated Learning
  25 Sep 2024 0 repositories listed
• A Multi-Level Approach for Class Imbalance Problem in Federated Learning for Remote Industry 4.0 Applications
  24 Sep 2024 0 repositories listed
• Adversarial Federated Consensus Learning for Surface Defect Classification Under Data Heterogeneity in IIoT
  24 Sep 2024 0 repositories listed
• Communication and Energy Efficient Federated Learning using Zero-Order Optimization Technique
  24 Sep 2024 0 repositories listed
• Federated Large Language Models: Current Progress and Future Directions
  24 Sep 2024 0 repositories listed
• FedRepOpt: Gradient Re-parametrized Optimizers in Federated Learning
  24 Sep 2024 0 repositories listed
• Future-Proofing Medical Imaging with Privacy-Preserving Federated Learning and Uncertainty Quantification: A Review
  24 Sep 2024 0 repositories listed
• A Historical Trajectory Assisted Optimization Method for Zeroth-Order Federated Learning
  24 Sep 2024 0 repositories listed
• Personalized Federated Learning via Backbone Self-Distillation
  24 Sep 2024 0 repositories listed
• Energy-Aware Federated Learning in Satellite Constellations
  23 Sep 2024 0 repositories listed
• Federated Graph Learning with Adaptive Importance-based Sampling
  23 Sep 2024 0 repositories listed
• FedGCA: Global Consistent Augmentation Based Single-Source Federated Domain Generalization
  23 Sep 2024 0 repositories listed
• FLeNS: Federated Learning with Enhanced Nesterov-Newton Sketch
  23 Sep 2024 0 repositories listed
• Robust Federated Learning Over the Air: Combating Heavy-Tailed Noise with Median Anchored Clipping
  23 Sep 2024 0 repositories listed
• SHFL: Secure Hierarchical Federated Learning Framework for Edge Networks
  23 Sep 2024 0 repositories listed
• Stalactite: Toolbox for Fast Prototyping of Vertical Federated Learning Systems
  23 Sep 2024 0 repositories listed
• Accelerated Stochastic ExtraGradient: Mixing Hessian and Gradient Similarity to Reduce Communication in Distributed and Federated Learning
  22 Sep 2024 0 repositories listed
• Floating-floating point: a highly accurate number representation with flexible Counting ranges
  22 Sep 2024 0 repositories listed
• FeDETR: a Federated Approach for Stenosis Detection in Coronary Angiography
  21 Sep 2024 0 repositories listed
• Recovering Global Data Distribution Locally in Federated Learning
  21 Sep 2024 0 repositories listed
• Boosting Federated Domain Generalization: Understanding the Role of Advanced Pre-Trained Architectures
  20 Sep 2024 0 repositories listed
• CorBin-FL: A Differentially Private Federated Learning Mechanism using Common Randomness
  20 Sep 2024 0 repositories listed
• Data Distribution Shifts in (Industrial) Federated Learning as a Privacy Issue
  20 Sep 2024 0 repositories listed
• DP²-FedSAM: Enhancing Differentially Private Federated Learning Through Personalized Sharpness-Aware Minimization
  20 Sep 2024 0 repositories listed
• Noise-Robust and Resource-Efficient ADMM-based Federated Learning
  20 Sep 2024 0 repositories listed
• SatFed: A Resource-Efficient LEO Satellite-Assisted Heterogeneous Federated Learning Framework
  20 Sep 2024 0 repositories listed
• Communication-Efficient Federated Low-Rank Update Algorithm and its Connection to Implicit Regularization
  19 Sep 2024 0 repositories listed
• Deep Transfer Hashing for Adaptive Learning on Federated Streaming Data
  19 Sep 2024 0 repositories listed
• FedAT: Federated Adversarial Training for Distributed Insider Threat Detection
  19 Sep 2024 0 repositories listed
• Green Federated Learning: A new era of Green Aware AI
  19 Sep 2024 0 repositories listed
• The Robustness of Spiking Neural Networks in Communication and its Application towards Network Efficiency in Federated Learning
  19 Sep 2024 0 repositories listed
• Promise and Peril of Collaborative Code Generation Models: Balancing Effectiveness and Memorization
  18 Sep 2024 0 repositories listed
• Enhancing Mental Health Support through Human-AI Collaboration: Toward Secure and Empathetic AI-enabled chatbots
  17 Sep 2024 0 repositories listed
• Federated Learning with Integrated Sensing, Communication, and Computation: Frameworks and Performance Analysis
  17 Sep 2024 0 repositories listed
• FedNE: Surrogate-Assisted Federated Neighbor Embedding for Dimensionality Reduction
  17 Sep 2024 0 repositories listed
• A Green Multi-Attribute Client Selection for Over-The-Air Federated Learning: A Grey-Wolf-Optimizer Approach
  16 Sep 2024 0 repositories listed
• Federated Learning for Smart Grid: A Survey on Applications and Potential Vulnerabilities
  16 Sep 2024 0 repositories listed
• Federated Learning in Adversarial Environments: Testbed Design and Poisoning Resilience in Cybersecurity
  15 Sep 2024 0 repositories listed
• From Challenges and Pitfalls to Recommendations and Opportunities: Implementing Federated Learning in Healthcare
  15 Sep 2024 0 repositories listed
• Leveraging Foundation Models for Efficient Federated Learning in Resource-restricted Edge Networks
  14 Sep 2024 0 repositories listed
• Using Synthetic Data to Mitigate Unfairness and Preserve Privacy in Collaborative Machine Learning
  14 Sep 2024 0 repositories listed
• Enhancing Privacy in ControlNet and Stable Diffusion via Split Learning
  13 Sep 2024 0 repositories listed
• DFDG: Data-Free Dual-Generator Adversarial Distillation for One-Shot Federated Learning
  12 Sep 2024 0 repositories listed
• FedHide: Federated Learning by Hiding in the Neighbors
  12 Sep 2024 0 repositories listed
• FedProphet: Memory-Efficient Federated Adversarial Training via Theoretic-Robustness and Low-Inconsistency Cascade Learning
  12 Sep 2024 0 repositories listed
• Multi-Model based Federated Learning Against Model Poisoning Attack: A Deep Learning Based Model Selection for MEC Systems
  12 Sep 2024 0 repositories listed
• Over-the-Air Federated Learning via Weighted Aggregation
  12 Sep 2024 0 repositories listed
• Privacy-preserving federated prediction of pain intensity change based on multi-center survey data
  12 Sep 2024 0 repositories listed
• Federated 𝒳-armed Bandit with Flexible Personalisation
  11 Sep 2024 0 repositories listed
• Heterogeneity-Aware Coordination for Federated Learning via Stitching Pre-trained blocks
  11 Sep 2024 0 repositories listed
• Privacy-Preserving Federated Learning with Consistency via Knowledge Distillation Using Conditional Generator
  11 Sep 2024 0 repositories listed
• Riemannian Federated Learning via Averaging Gradient Stream
  11 Sep 2024 0 repositories listed
• Applied Federated Model Personalisation in the Industrial Domain: A Comparative Study
  10 Sep 2024 0 repositories listed
• Compute-Update Federated Learning: A Lattice Coding Approach Over-the-Air
  10 Sep 2024 0 repositories listed
• Contrastive Federated Learning with Tabular Data Silos
  10 Sep 2024 0 repositories listed
• Personalized Federated Learning Techniques: Empirical Analysis
  10 Sep 2024 0 repositories listed
• Rate-Constrained Quantization for Communication-Efficient Federated Learning
  10 Sep 2024 0 repositories listed
• MLLM-LLaVA-FL: Multimodal Large Language Model Assisted Federated Learning
  9 Sep 2024 0 repositories listed
• pFedGPA: Diffusion-based Generative Parameter Aggregation for Personalized Federated Learning
  9 Sep 2024 0 repositories listed
• TriplePlay: Enhancing Federated Learning with CLIP for Non-IID Data and Resource Efficiency
  9 Sep 2024 0 repositories listed
• Balancing Security and Accuracy: A Novel Federated Learning Approach for Cyberattack Detection in Blockchain Networks
  8 Sep 2024 0 repositories listed
• Unified theoretical guarantees for stability, consistency, and convergence in neural PDE solvers from non-IID data to physics-informed networks
  8 Sep 2024 0 repositories listed
• Unlocking the Potential of Model Calibration in Federated Learning
  7 Sep 2024 0 repositories listed
• Active-Passive Federated Learning for Vertically Partitioned Multi-view Data
  6 Sep 2024 0 repositories listed
• Enhancing Quantum Security over Federated Learning via Post-Quantum Cryptography
  6 Sep 2024 0 repositories listed
• Heterogeneity-Aware Cooperative Federated Edge Learning with Adaptive Computation and Communication Compression
  6 Sep 2024 0 repositories listed
• Can We Theoretically Quantify the Impacts of Local Updates on the Generalization Performance of Federated Learning?
  5 Sep 2024 0 repositories listed
• VFLGAN-TS: Vertical Federated Learning-based Generative Adversarial Networks for Publication of Vertically Partitioned Time-Series Data
  5 Sep 2024 0 repositories listed
• CoAst: Validation-Free Contribution Assessment for Federated Learning based on Cross-Round Valuation
  4 Sep 2024 0 repositories listed
• Robust Federated Finetuning of Foundation Models via Alternating Minimization of LoRA
  4 Sep 2024 0 repositories listed
• Collaboratively Learning Federated Models from Noisy Decentralized Data
  3 Sep 2024 0 repositories listed
• FedMinds: Privacy-Preserving Personalized Brain Visual Decoding
  3 Sep 2024 0 repositories listed
• Personalized Federated Learning via Active Sampling
  3 Sep 2024 0 repositories listed
• Enabling Trustworthy Federated Learning in Industrial IoT: Bridging the Gap Between Interpretability and Robustness
  1 Sep 2024 0 repositories listed
• Democratizing AI in Africa: FL for Low-Resource Edge Devices
  30 Aug 2024 0 repositories listed
• A Survey for Large Language Models in Biomedicine
  29 Aug 2024 0 repositories listed
• Convergent Differential Privacy Analysis for General Federated Learning: the f-DP Perspective
  28 Aug 2024 0 repositories listed
• FedMCP: Parameter-Efficient Federated Learning with Model-Contrastive Personalization
  28 Aug 2024 0 repositories listed
• ModalityMirror: Improving Audio Classification in Modality Heterogeneity Federated Learning with Multimodal Distillation
  28 Aug 2024 0 repositories listed
• Bandwidth-Aware and Overlap-Weighted Compression for Communication-Efficient Federated Learning
  27 Aug 2024 0 repositories listed
• Celtibero: Robust Layered Aggregation for Federated Learning
  26 Aug 2024 0 repositories listed
• Decentralized Federated Learning with Model Caching on Mobile Agents
  26 Aug 2024 0 repositories listed
• Hyperdimensional Computing Empowered Federated Foundation Model over Wireless Networks for Metaverse
  26 Aug 2024 0 repositories listed
• Neighborhood and Global Perturbations Supported SAM in Federated Learning: From Local Tweaks To Global Awareness
  26 Aug 2024 0 repositories listed
• Resource Efficient Asynchronous Federated Learning for Digital Twin Empowered IoT Network
  26 Aug 2024 0 repositories listed
• FedGlu: A personalized federated learning-based glucose forecasting algorithm for improved performance in glycemic excursion regions
  25 Aug 2024 0 repositories listed
• SAB:A Stealing and Robust Backdoor Attack based on Steganographic Algorithm against Federated Learning
  25 Aug 2024 0 repositories listed
• Submodular Maximization Approaches for Equitable Client Selection in Federated Learning
  24 Aug 2024 0 repositories listed
• Towards Case-based Interpretability for Medical Federated Learning
  24 Aug 2024 0 repositories listed
• A Web-Based Solution for Federated Learning with LLM-Based Automation
  23 Aug 2024 0 repositories listed
• Enhancing Vehicle Environmental Awareness via Federated Learning and Automatic Labeling
  23 Aug 2024 0 repositories listed
• Improving the Classification Effect of Clinical Images of Diseases for Multi-Source Privacy Protection
  23 Aug 2024 0 repositories listed