Efficient and Reliable Systems for Building Foundation Models at Scale
Summary: A systems perspective on scaling Qwen and Wan foundation models across heterogeneous architectures, emphasizing communication-aware parallelism, fault tolerance, and asynchronous post-training. Co-designs address multi-SLA inference trade-offs among throughput, latency, cost, and availability. (summarized by gpt-5.6-luna on Aug 28 2026)
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Authors
- 1. Jingren Zhou (Alibaba)
BibTeX Citation
@article{zhou_vldb26,
title = {{Efficient and Reliable Systems for Building Foundation Models at Scale}},
author = {Zhou, Jingren},
journal = {PVLDB},
series = {{VLDB} '26},
volume = {19},
number = {12},
pages = {4982--4982},
doi = {10.14778/3827998.3838714},
url = {https://doi.org/10.14778/3827998.3838714},
year = {2026}
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