3 papers
cs.GT2026
A Control Theoretic Approach to Decentralized AI Economy Stabilization via Dynamic Buyback-and-Burn Mechanisms
Zehua Cheng, Wei Dai, Zhipeng Wang +3
The democratization of artificial intelligence through decentralized networks represents a paradigm shift in computational provisioning, yet the long-term viability of these ecosys…
cs.LG2025
Scaling Decentralized Learning with FLock
Zehua Cheng, Rui Sun, Jiahao Sun +1
Fine-tuning the large language models (LLMs) are prevented by the deficiency of centralized control and the massive computing and communication overhead on the decentralized scheme…
cs.CR2024
AIArena: A Blockchain-Based Decentralized AI Training Platform
Zhipeng Wang, Rui Sun, Elizabeth Lui +3
The rapid advancement of AI has underscored critical challenges in its development and implementation, largely due to centralized control by a few major corporations. This concentr…