Browse State-of-the-Art › Federated Learning › Papers, page 22

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 22 of 68: papers 2,101 to 2,200 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.

• Simplified Swarm Learning Framework for Robust and Scalable Diagnostic Services in Cancer Histopathology
  23 Apr 2025 0 repositories listed
• Collaborative Split Federated Learning with Parallel Training and Aggregation
  22 Apr 2025 0 repositories listed
• LLMs meet Federated Learning for Scalable and Secure IoT Management
  22 Apr 2025 0 repositories listed
• Towards a Distributed Federated Learning Aggregation Placement using Particle Swarm Intelligence
  22 Apr 2025 0 repositories listed
• Aligning Beam with Imbalanced Multi-modality: A Generative Federated Learning Approach
  21 Apr 2025 0 repositories listed
• Bayesian Federated Learning for Continual Training
  21 Apr 2025 0 repositories listed
• Federated Latent Factor Model for Bias-Aware Recommendation with Privacy-Preserving
  21 Apr 2025 0 repositories listed
• Efficient Federated Split Learning for Large Language Models over Communication Networks
  20 Apr 2025 0 repositories listed
• GENE-FL: Gene-Driven Parameter-Efficient Dynamic Federated Learning
  20 Apr 2025 0 repositories listed
• Learning Critically: Selective Self Distillation in Federated Learning on Non-IID Data
  20 Apr 2025 0 repositories listed
• PEFT A2Z: Parameter-Efficient Fine-Tuning Survey for Large Language and Vision Models
  19 Apr 2025 0 repositories listed
• SFL-LEO: Asynchronous Split-Federated Learning Design for LEO Satellite-Ground Network Framework
  18 Apr 2025 0 repositories listed
• Stratify: Rethinking Federated Learning for Non-IID Data through Balanced Sampling
  18 Apr 2025 0 repositories listed
• A Client-level Assessment of Collaborative Backdoor Poisoning in Non-IID Federated Learning
  17 Apr 2025 0 repositories listed
• Decentralized Nonconvex Composite Federated Learning with Gradient Tracking and Momentum
  17 Apr 2025 0 repositories listed
• FedX: Adaptive Model Decomposition and Quantization for IoT Federated Learning
  17 Apr 2025 0 repositories listed
• Local Data Quantity-Aware Weighted Averaging for Federated Learning with Dishonest Clients
  17 Apr 2025 0 repositories listed
• The Athenian Academy: A Seven-Layer Architecture Model for Multi-Agent Systems
  17 Apr 2025 0 repositories listed
• VLLFL: A Vision-Language Model Based Lightweight Federated Learning Framework for Smart Agriculture
  17 Apr 2025 0 repositories listed
• Battery-aware Cyclic Scheduling in Energy-harvesting Federated Learning
  16 Apr 2025 0 repositories listed
• Benchmarking Mutual Information-based Loss Functions in Federated Learning
  16 Apr 2025 0 repositories listed
• Communication Optimization for Decentralized Learning atop Bandwidth-limited Edge Networks
  16 Apr 2025 0 repositories listed
• FedCanon: Non-Convex Composite Federated Learning with Efficient Proximal Operation on Heterogeneous Data
  16 Apr 2025 0 repositories listed
• FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning
  16 Apr 2025 0 repositories listed
• Selective Attention Federated Learning: Improving Privacy and Efficiency for Clinical Text Classification
  16 Apr 2025 0 repositories listed
• Diversity-Driven Learning: Tackling Spurious Correlations and Data Heterogeneity in Federated Models
  15 Apr 2025 0 repositories listed
• ICAFS: Inter-Client-Aware Feature Selection for Vertical Federated Learning
  15 Apr 2025 0 repositories listed
• Accelerating Differentially Private Federated Learning via Adaptive Extrapolation
  14 Apr 2025 0 repositories listed
• FedRecon: Missing Modality Reconstruction in Distributed Heterogeneous Environments
  14 Apr 2025 0 repositories listed
• Multi-task Federated Learning with Encoder-Decoder Structure: Enabling Collaborative Learning Across Different Tasks
  14 Apr 2025 0 repositories listed
• Satellite Federated Fine-Tuning for Foundation Models in Space Computing Power Networks
  14 Apr 2025 0 repositories listed
• Undermining Federated Learning Accuracy in EdgeIoT via Variational Graph Auto-Encoders
  14 Apr 2025 0 repositories listed
• Federated Learning with Layer Skipping: Efficient Training of Large Language Models for Healthcare NLP
  13 Apr 2025 0 repositories listed
• FSSUAVL: A Discriminative Framework using Vision Models for Federated Self-Supervised Audio and Image Understanding
  13 Apr 2025 0 repositories listed
• Deploying Large AI Models on Resource-Limited Devices with Split Federated Learning
  12 Apr 2025 0 repositories listed
• Query-based Knowledge Transfer for Heterogeneous Learning Environments
  12 Apr 2025 0 repositories listed
• An Adaptive Clustering Scheme for Client Selections in Communication-Efficient Federated Learning
  11 Apr 2025 0 repositories listed
• Boosting multi-demographic federated learning for chest x-ray analysis using general-purpose self-supervised representations
  11 Apr 2025 0 repositories listed
• Explainability and Continual Learning meet Federated Learning at the Network Edge
  11 Apr 2025 0 repositories listed
• Personalizing Federated Learning for Hierarchical Edge Networks with Non-IID Data
  11 Apr 2025 0 repositories listed
• Traversal Learning Coordination For Lossless And Efficient Distributed Learning
  10 Apr 2025 0 repositories listed
• FedMerge: Federated Personalization via Model Merging
  9 Apr 2025 0 repositories listed
• When Federated Learning Meets Quantum Computing: Survey and Research Opportunities
  9 Apr 2025 0 repositories listed
• Decentralized Federated Domain Generalization with Style Sharing: A Formal Modeling and Convergence Analysis
  8 Apr 2025 0 repositories listed
• FedEFC: Federated Learning Using Enhanced Forward Correction Against Noisy Labels
  8 Apr 2025 0 repositories listed
• Federated Neural Architecture Search with Model-Agnostic Meta Learning
  8 Apr 2025 0 repositories listed
• FedFeat+: A Robust Federated Learning Framework Through Federated Aggregation and Differentially Private Feature-Based Classifier Retraining
  8 Apr 2025 0 repositories listed
• Embedded Federated Feature Selection with Dynamic Sparse Training: Balancing Accuracy-Cost Tradeoffs
  7 Apr 2025 0 repositories listed
• Federated Hierarchical Reinforcement Learning for Adaptive Traffic Signal Control
  7 Apr 2025 0 repositories listed
• Federated Learning for Medical Image Classification: A Comprehensive Benchmark
  7 Apr 2025 0 repositories listed
• FedSAUC: A Similarity-Aware Update Control for Communication-Efficient Federated Learning in Edge Computing
  7 Apr 2025 0 repositories listed
• Towards Optimal Heterogeneous Client Sampling in Multi-Model Federated Learning
  7 Apr 2025 0 repositories listed
• A Novel Algorithm for Personalized Federated Learning: Knowledge Distillation with Weighted Combination Loss
  6 Apr 2025 0 repositories listed
• WeiDetect: Weibull Distribution-Based Defense against Poisoning Attacks in Federated Learning for Network Intrusion Detection Systems
  6 Apr 2025 0 repositories listed
• Corrected with the Latest Version: Make Robust Asynchronous Federated Learning Possible
  5 Apr 2025 0 repositories listed
• Hierarchical Knowledge Structuring for Effective Federated Learning in Heterogeneous Environments
  4 Apr 2025 0 repositories listed
• Enhancing Air Quality Monitoring: A Brief Review of Federated Learning Advances
  3 Apr 2025 0 repositories listed
• Integrating Identity-Based Identification against Adaptive Adversaries in Federated Learning
  3 Apr 2025 0 repositories listed
• Secure Generalization through Stochastic Bidirectional Parameter Updates Using Dual-Gradient Mechanism
  3 Apr 2025 0 repositories listed
• Tree-based Models for Vertical Federated Learning: A Survey
  3 Apr 2025 0 repositories listed
• A Randomized Zeroth-Order Hierarchical Framework for Heterogeneous Federated Learning
  2 Apr 2025 0 repositories listed
• A Two-Timescale Approach for Wireless Federated Learning with Parameter Freezing and Power Control
  2 Apr 2025 0 repositories listed
• Client Selection in Federated Learning with Data Heterogeneity and Network Latencies
  2 Apr 2025 0 repositories listed
• Like Oil and Water: Group Robustness Methods and Poisoning Defenses May Be at Odds
  2 Apr 2025 0 repositories listed
• On Model Protection in Federated Learning against Eavesdropping Attacks
  2 Apr 2025 0 repositories listed
• Sky of Unlearning (SoUL): Rewiring Federated Machine Unlearning via Selective Pruning
  2 Apr 2025 0 repositories listed
• Benchmarking Federated Machine Unlearning methods for Tabular Data
  1 Apr 2025 0 repositories listed
• EMO: Edge Model Overlays to Scale Model Size in Federated Learning
  1 Apr 2025 0 repositories listed
• Exploring Personalized Federated Learning Architectures for Violence Detection in Surveillance Videos
  1 Apr 2025 0 repositories listed
• FedPaI: Achieving Extreme Sparsity in Federated Learning via Pruning at Initialization
  1 Apr 2025 0 repositories listed
• Global Intervention and Distillation for Federated Out-of-Distribution Generalization
  1 Apr 2025 0 repositories listed
• Personalized Federated Training of Diffusion Models with Privacy Guarantees
  1 Apr 2025 0 repositories listed
• Communication-Efficient and Personalized Federated Foundation Model Fine-Tuning via Tri-Matrix Adaptation
  31 Mar 2025 0 repositories listed
• Federated Learning for Cross-Domain Data Privacy: A Distributed Approach to Secure Collaboration
  31 Mar 2025 0 repositories listed
• Federated Structured Sparse PCA for Anomaly Detection in IoT Networks
  31 Mar 2025 0 repositories listed
• Few-Shot Generation of Brain Tumors for Secure and Fair Data Sharing
  31 Mar 2025 0 repositories listed
• A Systematic Decade Review of Trip Route Planning with Travel Time Estimation based on User Preferences and Behavior
  30 Mar 2025 0 repositories listed
• Advanced Deep Learning and Large Language Models: Comprehensive Insights for Cancer Detection
  30 Mar 2025 0 repositories listed
• Buffer is All You Need: Defending Federated Learning against Backdoor Attacks under Non-iids via Buffering
  30 Mar 2025 0 repositories listed
• Federated Self-Supervised Learning for One-Shot Cross-Modal and Cross-Imaging Technique Segmentation
  30 Mar 2025 0 repositories listed
• Two Heads Are Better than One: Model-Weight and Latent-Space Analysis for Federated Learning on Non-iid Data against Poisoning Attacks
  30 Mar 2025 0 repositories listed
• Enhancing Federated Learning Through Secure Cluster-Weighted Client Aggregation
  29 Mar 2025 0 repositories listed
• Multi-Agent Reinforcement Learning for Graph Discovery in D2D-Enabled Federated Learning
  29 Mar 2025 0 repositories listed
• Energy Minimization for Participatory Federated Learning in IoT Analyzed via Game Theory
  27 Mar 2025 0 repositories listed
• Federated Learning with Differential Privacy: An Utility-Enhanced Approach
  27 Mar 2025 0 repositories listed
• Multi-Objective Optimization for Privacy-Utility Balance in Differentially Private Federated Learning
  27 Mar 2025 0 repositories listed
• Provable Reduction in Communication Rounds for Non-Smooth Convex Federated Learning
  27 Mar 2025 0 repositories listed
• Resource-Efficient Federated Fine-Tuning Large Language Models for Heterogeneous Data
  27 Mar 2025 0 repositories listed
• AIGC-assisted Federated Learning for Edge Intelligence: Architecture Design, Research Challenges and Future Directions
  26 Mar 2025 0 repositories listed
• An Empirical Study of the Impact of Federated Learning on Machine Learning Model Accuracy
  26 Mar 2025 0 repositories listed
• Convergence Theory of Flexible ALADIN for Distributed Optimization
  26 Mar 2025 0 repositories listed
• MedSegNet10: A Publicly Accessible Network Repository for Split Federated Medical Image Segmentation
  26 Mar 2025 0 repositories listed
• ProFed: a Benchmark for Proximity-based non-IID Federated Learning
  26 Mar 2025 0 repositories listed
• Unlocking the Value of Decentralized Data: A Federated Dual Learning Approach for Model Aggregation
  26 Mar 2025 0 repositories listed
• Federated Learning: A new frontier in the exploration of multi-institutional medical imaging data
  25 Mar 2025 0 repositories listed
• FedMM-X: A Trustworthy and Interpretable Framework for Federated Multi-Modal Learning in Dynamic Environments
  25 Mar 2025 0 repositories listed
• Exact and Linear Convergence for Federated Learning under Arbitrary Client Participation is Attainable
  25 Mar 2025 0 repositories listed
• Noise Resilient Over-The-Air Federated Learning In Heterogeneous Wireless Networks
  25 Mar 2025 0 repositories listed
• RCC-PFL: Robust Client Clustering under Noisy Labels in Personalized Federated Learning
  25 Mar 2025 0 repositories listed
• SAFE: Self-Adjustment Federated Learning Framework for Remote Sensing Collaborative Perception
  25 Mar 2025 0 repositories listed