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Communication-Efficient Decentralized Multi-agent Machine Learning Method

Background In decentralized machine learning systems, agents often have varying computational and communication resources, leading to straggler problems and inefficient training. Existing federated learning methods typically rely on a central server, creating a bottleneck and limiting scalability in resource-constrained or failure-prone environments. Technology...

Published: 5/6/2025 | Inventor(s): Lei Yang, Seyed Mahmoud Sajjadi Mohammadabadi

Keywords(s):

Category(s): Technology Classifications > Software, Technology Classifications > Information & Communication Technologies

CAR: Cloud-Assisted Routing

Background Multi-homing and peering practices, along with the demand for increased routing flexibility, have significantly contributed to the growing complexity in router operations. Operators now expect more programmability from routers, which further challenges traditional router architectures by necessitating the inclusion of software-based designs...

Published: 6/24/2024 | Inventor(s): Murat Yuksel, Tarik Karaoglu

Keywords(s): Software

Category(s): Technology Classifications > Information & Communication Technologies