熊逸飞

关于

我目前在普渡大学统计系攻读博士学位。我的研究兴趣包括贝叶斯统计、蒙特卡罗方法及机器学习算法。
邮箱: xiong173 [AT] purdue.edu

我本科阶段的一些重要数学课程笔记已上传至这里。

SNPE-B Revisited: Rethinking of Data Efficiency and Variance Reduction
第十届国际工业与应用数学联合会(ICIAM), 早稻田大学
An efficient likelihood-free Bayesian inference method based on sequential neural posterior estimation
第二十四届京津冀青年概率统计学术研讨会, 清华大学

Evaluating and improving subspace inference in Bayesian deep learning
Yifei Xiong, Nianqiao P. Ju, Ruqi Zhang
Under review, Oct 2024. [arXiv]
Leveraging nested MLMC for sequential neural posterior estimation with intractable likelihoods
Xiliang Yang, Yifei Xiong, Zhijian He
Under review, Dec 2023. [arXiv]
Conditional density estimations from privacy-protected data
Yifei Xiong, Nianqiao P. Ju, Sanguo Zhang
Revised, Oct 2023. [arXiv]
An efficient likelihood-free Bayesian inference method based on sequential neural posterior estimation
Yifei Xiong, Xiliang Yang, Sanguo Zhang, Zhijian He
Revised, May 2023. [arXiv]
3D geometric modeling analysis of contact probability effect in carbon black oxidation over MnOx-CeO2 catalysts
Jingheng Gao, Yifei Xiong, Qian Zhang, et.al
Chemical Engineering Journal, May 2020. [Article]