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QuantBench: benchmarking AI methods for quantitative investment from a full pipeline perspective
Regular Papers | Updated：2026-01-07

    • QuantBench: benchmarking AI methods for quantitative investment from a full pipeline perspective

    • QuantBench：全流水线视角的AI量化投资方法评估基准
    • “In the field of artificial intelligence in quantitative investment, QuantBench introduces its research progress. Expert Wang established the QuantBench platform, which provides solutions to solve the lack of standardized benchmarks in the industry.”
    • Frontiers of Information Technology & Electronic Engineering   Vol. 26, Issue 11, Pages: 2282-2297(2025)

    • DOI：10.1631/FITEE.2500280    

      CLC： TP181

    • Received：29 April 2025，

      Revised：2025-10-09，

      Published Online：06 November 2025，

      Published：2025-11

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  • Saizhuo WANG, Hao KONG, Jiadong GUO, et al. QuantBench: benchmarking AI methods for quantitative investment from a full pipeline perspective[J]. Frontiers of Information Technology & Electronic Engineering, 2025, 26(11): 2282-2297. DOI： 10.1631/FITEE.2500280.

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Related Author

Jian GUO
Saizhuo WANG
Lionel M. NI
Heung-Yeung SHUM
Yunfei LIU
Xinhai CHEN
Gen ZHANG
Qingyang ZHANG

Related Institution

IDEA Research, International Digital Economy Academy
The Hong Kong University of Science and Technology
College of Computer Science and Technology, National University of Defense Technology
Laboratory of Digitizing Software for Frontier Equipment, National University of Defense Technology
National Key Laboratory of Parallel and Distributed Computing, National University of Defense Technology
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