Hype or Hope? Training LLMs on Decentralized GPU Clouds

Rabimba Karanjai, Yang Lu, Lei Xu, Weidong Shi Jan 1, 2026
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Abstract

Preprint: Benchmarking distributed deep learning pipelines across heterogeneous networks, auditing latency and security overhead.

Type Preprint
Venue Middleware 2026 (Under Review)
Date Jan 2026
Decentralized Systems GPU Clouds First Author
Decentralized Systems GPU Clouds First Author