https://cluster-site.onrender.com/tags/edge-ai/ Recent content in Edge-Ai on Tenu Tech Brief Hugo -- 0.146.0 en-us Tue, 24 Feb 2026 06:06:01 +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/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'