Personal profile
Research interests
Statistical Machine Learning; Deep Learning
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Dive into the research topics where Guohao Shen is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
Research output
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Conformal Set-based Human-AI Complementarity with Multiple Experts
Paat, H. A. & Shen, G., 5 Jun 2025, In: Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS. p. 1576–1585 10 p.Research output: Journal article publication › Conference article › Academic research › peer-review
Open Access -
Deep Mutual Density Ratio Estimation with Bregman Divergence and its Applications
Han, D., Zheng, S., Shen, G., Song, X., Sun, L. (Corresponding Author) & Huang, J., 2 Jun 2025, In: Journal of the American Statistical Association . 120, 551, p. 1990-2001 12 p.Research output: Journal article publication › Journal article › Academic research › peer-review
Open Access -
Exploring the Complexity of Deep Neural Networks through Functional Equivalence
Shen, G., Jun 2024, In: Proceedings of the 41 st International Conference on Machine Learning. 235, p. 1-24 24 p.Research output: Journal article publication › Conference article › Academic research › peer-review
Open Access -
Nonparametric Estimation of Non-Crossing Quantile Regression Process with Deep ReQU Neural Networks
Shen, G., Huang, J. (Corresponding Author), Jiao, Y., Lin, Y. & Horowitz, J. L., Mar 2024, In: Journal of Machine Learning Research. 25, 88, p. 1-75 75 p.Research output: Journal article publication › Journal article › Academic research › peer-review
Open Access9 Link opens in a new tab Citations (Scopus) -
Deep Nonparametric Regression on Approximate Manifolds: Nonasymptotic Error Bounds with Polynomial Prefactors
Shen, G., Huang, J. (Corresponding Author), Jiao, Y. & Lin, Y., Apr 2023, In: Annals of Statistics. 51, 2, p. 691-716 26 p.Research output: Journal article publication › Journal article › Academic research › peer-review
Open Access53 Link opens in a new tab Citations (Scopus)
Prizes
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Junior Researcher Award Honorable Mention of the 2024 ICSA China Conference
Shen, G. (Recipient), 1 Jun 2024
Prize: Honorary award › Honorary award (research)
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