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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Shengnan Yue

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Book Open access Aug 2026

Dragonfly-Ultra: A Scalable, Low-Cost Network Architecture for High-Performance AI Clusters

Dragonfly-Ultra is presented, a scalable, low-cost network architecture for high-performance AI clusters that can scale to over 260k GPUs with only 82% cost and 81% power consumption of a 3-layer Clos architecture and incorporates three key mechanisms to further improve network performance and optimize collective commu...

Rui Zhuang, Hui Yuan, Junye Zhang et al. · 0 citations
2026

Scalable Traffic Allocation in Dynamic Networks via End-to-End Imitation Learning

Networks with highly dynamic data transmission demands and network topologies are common in real world. A fundamental problem in such networks is achieving scalable traffic allocation to maximize long-term total throughput under link capacity constraints. However, state-of-the-art (SOTA) works lack scalability. This is...

Zhaoxing Yang, Guiyun Fan, An-Jie Cao et al. · 0 citations

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