https://cluster-site.onrender.com/tags/federated-learning/ Recent content in Federated-Learning on Tenu Tech Brief Hugo -- 0.146.0 en-us Tue, 24 Feb 2026 06:06:03 +0000 https://cluster-site.onrender.com/posts/a-hierarchical-gradient-tracking-algorithm-for-mitigating-subnet-drift-in-fog-learning-networks/ Tue, 24 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/a-hierarchical-gradient-tracking-algorithm-for-mitigating-subnet-drift-in-fog-learning-networks/ • Introduces SD‑GT, a semi‑decentralized gradient‑tracking method for fog‑based federated learning. • Eliminates gradient‑diversity assumptions, enabling robust training across hig https://cluster-site.onrender.com/posts/ems-fl-federated-tuning-of-mixture-of-experts-in-satellite-terrestrial-networks-via-expert-driven-model-splitting/ Tue, 24 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/ems-fl-federated-tuning-of-mixture-of-experts-in-satellite-terrestrial-networks-via-expert-driven-model-splitting/ • Combines Mixture‑of‑Experts (MoE) with satellite‑terrestrial networks (STN) to overcome data scarcity and compute limits in federated learning. • Introduces EMS‑FL, an expert‑dri https://cluster-site.onrender.com/posts/federated-learning-assisted-optimization-of-mobile-transmission-with-digital-twins/ Tue, 24 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/federated-learning-assisted-optimization-of-mobile-transmission-with-digital-twins/ • Federated learning framework enables mobile transmission scheduling while preserving device privacy. • Three energy‑constrained problems tackled: minimize transmission time, fixe https://cluster-site.onrender.com/posts/federated-reasoning-distillation-framework-with-model-learnability-aware-data-allocation/ Tue, 24 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/federated-reasoning-distillation-framework-with-model-learnability-aware-data-allocation/ • Addresses bidirectional model learnability gap in federated LLM-SLM reasoning collaboration. • Introduces LaDa framework with learnability-aware data filter for high-reward sampl https://cluster-site.onrender.com/posts/replication-study-federated-text-driven-prompt-generation-for-vision-language-models/ Tue, 24 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/replication-study-federated-text-driven-prompt-generation-for-vision-language-models/ • FedTPG introduces dynamic text-driven prompt generation for vision-language models in federated settings. • Replication evaluated on six datasets, achieving 74.58% seen, 76.00% u https://cluster-site.onrender.com/posts/ringleader-asgd-the-first-asynchronous-sgd-with-optimal-time-complexity-under-data-heterogeneity/ Fri, 20 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/ringleader-asgd-the-first-asynchronous-sgd-with-optimal-time-complexity-under-data-heterogeneity/ • Introduces Ringleader ASGD, the first asynchronous SGD achieving optimal time complexity under data heterogeneity. • Eliminates unrealistic similarity assumptions across workers' https://cluster-site.onrender.com/posts/privacy-preserving-federated-learning-future-collaboration-and-continued-research/ Mon, 27 Jan 2025 12:00:00 +0000 https://cluster-site.onrender.com/posts/privacy-preserving-federated-learning-future-collaboration-and-continued-research/ • Final NIST blog concludes US‑UK collaboration on privacy‑preserving federated learning. • Series tracks evolution from theoretical PET discussions to real‑world adoption. • Explo https://cluster-site.onrender.com/posts/data-pipeline-challenges-of-privacy-preserving-federated-learning/ Thu, 05 Dec 2024 12:00:00 +0000 https://cluster-site.onrender.com/posts/data-pipeline-challenges-of-privacy-preserving-federated-learning/ • PPFL hides raw data from training org, preventing quality assessment and format validation. • Traditional preprocessing steps are often omitted in PPFL research, focusing solely