| 1 | CACTUS: Mask-Guided Semantic Clean-Label Backdoors in Decentralized Federated Learning | Chao Feng, Burkhard Stiller | cs.LG | 2026-09-02 |
| 2 | Similarity-Aware Personalized Federated Learning in Heterogeneous Environments | Arun Kumar A, Sunil Gupta, Dang Ngyuen +2 | cs.LG | 2026-09-02 |
| 3 | Federated LoRA Adaptation of BiomedCLIP Across Four International Chest X-Ray Cohorts | Sanjaya Poudel, Nirajan Kunwor, Manish Dhakal +2 | cs.LG | 2026-09-02 |
| #4 | Pushing Forward Multi-Secret-Key Homomorphic Encryption for Private Average Aggregation | Miguel Morona-Mínguez, Fernando Pérez-González, Alberto Pedrouzo-Ulloa | cs.CR | 2026-09-01 |
| #5 | D-FROST: Decentralized Federated pRompt-tuning via Optimal tranSporT for Non-IID and Imbalanced Data | Quan Minh Nguyen, Hoang M. Ngo, Trong Nghia Hoang +1 | cs.LG | 2026-09-01 |
| #6 | Optimizing Byzantine Node Placement in Decentralized Federated Learning | Edoardo Gabrielli, Gabriele Tolomei | cs.LG | 2026-09-01 |
| #7 | A Composable Evaluation System for Reproducible Omni-Modal Foundation Model Evaluation | Hodong Lee, Sanghee Park, Dohoon Ryu +4 | cs.AI | 2026-09-01 |
| #8 | FractalNet-Based Heterogeneous Federated Learning for Orbital Edge Intelligence in Satellite Mega-Constellations: A Wildfire Case Study | Sai Puppala, Koushik Sinha | cs.AI | 2026-09-01 |
| #9 | Breaking the Structural Identity: Personalized Federated LoRA Fine-tuning under Rank Heterogeneity | Lei Wang, Jieming Bian, Letian Zhang +1 | cs.LG | 2026-09-01 |
| #10 | Private Computation Space: Experience with Trusted Multi-Cluster Federated Learning for Agriculture | Shuangyu Lei, Muhammad Salman Abid, Jacob Belding +17 | cs.CR | 2026-09-01 |
| #11 | A Mathematical Framework for Legacy, Governance, and Decision Integrity in Enterprise AI | Shorab Sarker | cs.CY | 2026-09-01 |
| #12 | When the Algorithm Becomes the Brand Crisis: A Sociotechnical Theory of Distributed Responsibility and Accountable Transparency | Mohammad Saleh Torkestani, Taha Mansouri | cs.AI | 2026-09-01 |
| #13 | CRAD: Class-wise Reliability-Aware Distillation for Decentralized Heterogeneous Federated Learning | Baraa Bilbeisi, Mengchen Fan, Baocheng Geng +1 | cs.LG | 2026-08-31 |
| #14 | Provably Efficient Federated Reinforcement Learning with Linear Function Approximation and Logarithmic Communication Cost | Zihang Liang, Haochen Zhang, Lingzhou Xue | stat.ML | 2026-08-31 |
| #15 | Federated Multi-Task Learning for Bladder Tumor Segmentation and MIBC Classification Using a Hybrid CNN-Transformer Architecture | Malhar Udmale, Divyanshu Dwivedi, Aarohi Dhand +3 | cs.CV | 2026-08-31 |
| #16 | VERA: Authority-Preserving Edge Revocation for Federated AI-Agent Workflows | Lifei Liu, Haoran Yu, Xiaochong Jiang | cs.AI | 2026-08-30 |
| #17 | Multi-Scale Temporal Domain Alignment for Federated Video Domain Adaptation | Lee En-Yi Hannah, Haozhi Cao, Yuecong Xu | cs.CV | 2026-08-29 |
| #18 | RENSA: Rich Environment Metadata to Navigate Shared and Distributed Endpoints for Automated Federated SPARQL Query Generation | Victor Eiti Yamamoto, Takeda Hideaki, Yamamoto Yasunori | cs.DB | 2026-08-29 |
| #19 | Quantum Federated Learning Based on Bures--Uhlmann Geometry for Heterogeneous Noisy Clients | Haruki Emori, Masaki Uchihara, Yuuki Tokunaga | quant-ph | 2026-08-28 |
| #20 | FedEHR-Agents: Federated Agentic Optimization for Automated EHR Modeling | Jun Bai, Ruilin Wang, Yue Li | cs.LG | 2026-08-28 |
| #21 | FISGuard: Defending Against Membership Inference via Fixed Input Subspaces | Haocheng Jiang, Hua Shen | cs.CR | 2026-08-28 |
| #22 | Personalized and Multi-View Representation for Federated Cold-Start Recommendation | Jaehyung Lim, Wonbin Kweon, Woojoo Kim +3 | cs.IR | 2026-08-28 |
| #23 | Initialization Is Critical: Advancing Federated Short-Term Load Forecasting under Load Heterogeneity via Model Initialization | Jianing Chen, Vajiheh Farhadi, Yan Li +1 | cs.LG | 2026-08-28 |
| #24 | Beyond Non-IID: Learner--Client Distribution Mismatch in Federated Learning | Yiming Xie, Lili Su, Ningfang Mi | cs.LG | 2026-08-27 |
| #25 | DART-FL: Burst-Aware Multitask Federated Learning under Dynamic Inference Demand at the Edge | Yiming Xie, Pinrui Yu, Geng Yuan +2 | cs.LG | 2026-08-27 |
| #26 | SecureDrive-FL: Joint Differential Privacy and Gradient-Aware Selective Homomorphic Encryption for Federated Driver Monitoring | Baran Can Gül, Hanuma Siddhartha Tunuguntla, Anjana Arvind Naik +3 | cs.CR | 2026-08-27 |
| #27 | Risks and Controls for Multi-Agent Systems: an analytical framework for deployment of AI agents across organisational boundaries | Alistair Reid, Simon O'Callaghan, Dustin Venini +2 | cs.MA | 2026-08-27 |
| #28 | FedCMAPSS: A Benchmark for Federated Learning in Remaining Useful Life Estimation | Amelia Sorrenti, Matteo Pennisi, Concetto Spampinato +1 | cs.LG | 2026-08-26 |
| #29 | How Edge of Stability Hinders SCAFFOLD in Federated Optimization | Anant Khandelwal, Michael Crawshaw, Mingrui Liu | cs.LG | 2026-08-26 |
| #30 | Cooperative Multi-Agent Reinforcement Learning for Adaptive Aggregation in Semi-Supervised Federated Learning with non-IID Data | Rene Glitza, Luca Becker, Rainer Martin | cs.LG | 2026-08-26 |
| #31 | Resilient Decentralized Wireless Federated Learning via Gradient Tracking with AdamW | Nguyen Van Thieu, Ti Ti Nguyen, Ons Aouedi +2 | cs.LG | 2026-08-26 |
| #32 | FedQoS: Federated QoS-Risk Learning for Heterogeneous Indoor-Outdoor Access Selection | Nguyen Van Thieu, Ti Ti Nguyen, Ons Aouedi +3 | cs.LG | 2026-08-26 |
| #33 | Rethinking the Transferable Adversarial Attacks and Robust Defense in Federated Learning | Zuobin Xiong, Deval Mukherjee, Homook Cho +1 | cs.LG | 2026-08-25 |
| #34 | Flower Hub: A Reproducible Benchmarking Platform for Federated Learning in Simulation and Deployment | Yan Gao, Mohammad Naseri, Javier Fernandez-Marques +19 | cs.LG | 2026-08-25 |
| #35 | ORBITALIF: An Efficient Spiking Federated Learning Framework for Onboard Cloud Removal | Bohan Zhang, Chenyu Xu, Yijie Mao +1 | cs.NE | 2026-08-25 |
| #36 | STAIN-FL: Stealthy Targeted Attack Injection with Contextual Triggers in Federated Learning | Ashlinder Kaur, Purnima Murali Mohan, Zengxiang Li +1 | cs.CR | 2026-08-25 |
| #37 | A Hybrid Two-Stage Machine Learning Pipeline for Fault Detection and Classification in Power Transmission Systems | Sahil Manikshete, Atharva Gujarathi, Thanh Long Vu +2 | eess.SY | 2026-08-24 |
| #38 | Conditional GraphGANFed: Optimizing Graph-Structured Molecule Generation in Federated Generative Adversarial Networks | Daniel Manu, Abee Alazzwi | cs.LG | 2026-08-24 |
| #39 | How Much Regularization Survives Averaging? Update Masking in Federated Learning | Wenhao Yan, Fu Kuroda, Yucheng Jin +1 | cs.LG | 2026-08-24 |
| #40 | FedCC: Towards Addressing Label Distribution Skews in Distillation-Based Federated Learning | Wenxuan Ye, Onur Ayan, Xueli An +1 | cs.LG | 2026-08-24 |
| #41 | SplitLite: Low-Rank Residual Compression for Split Learning | Tao Li, Yulin Tang, Qi Guo +1 | cs.LG | 2026-08-24 |
| #42 | A Momentum-Based Variance-Reduced Algorithm for Federated Multiobjective Optimization | Yong Zhao, Chunlin You, Minh N. Dao +1 | cs.LG | 2026-08-24 |
| #43 | Mitigating Explanation Leakage in Financial Fraud Detection Systems | Muhammad Waleed Gul, Elaheh Homayounvala | cs.LG | 2026-08-23 |
| #44 | GCA: Global Centroid Alignment in Federated Learning | Jong-Ik Park, Harry Jiang, Logan Blakely +3 | cs.LG | 2026-08-23 |
| #45 | Model-Consistent Byzantine-Resilient Decentralized Federated Learning for Collaborative Missions | Yue Li, Sudip Bhujel, Cameron Lira +2 | cs.DC | 2026-08-23 |
| #46 | Unveiling the Depth-Performance Dilemma in Split-Federated Fine-tuning of LLMs | Hariharan Ramesh, Someshwaran Murugaiyan, Jyotikrishna Dass | cs.LG | 2026-08-23 |
| #47 | Federated Continual Learning as a Distributed Drift-Plus-Penalty Control Problem | Nazreen Shah, Naveen Kumar Reddy Somireddy, Zubair Shaban +2 | cs.LG | 2026-08-21 |
| #48 | Thermo-FL: Thermal-Aware Robust Federated Fine-Tuning of Large Language Models for Edge AI | Shiva Shrestha, Kazi Shaharair Sharif, Zongxing Xie +3 | cs.LG | 2026-08-21 |
| #49 | BackDFL: A Unified Benchmark For Backdoor Attacks and Defenses In Decentralized Federated Learning | Mouhamed Amine Bouchiha, Gregory Blanc, Yufei Han | cs.LG | 2026-08-21 |
| #50 | FlatLand: Personalized Graph Federated Learning via Tailored Lorentz Space | Jiahong Liu, Ram Samarth B B, Xinyu Fu +4 | cs.LG | 2026-08-21 |