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Computer Science Ph.D, Northwestern University                                                                                         2016 - 2022

  • Building a hybrid vision-language system that can perform complicated reasoning ability to multiple tasks

  • Developed a human-like object recognition model based on qualitative representations and analogical reasoning

  • Designed a pipeline for human-like action recognition on the skeleton data

Research Intern, Microsoft Research, Redmond                                                                                             2020 Summer

  • Building a understandable deep learning model using Tensor Product Representation (TPR) and symbolic reasoning.

  • Developing new vision and language task "Image commenting" for generating emotional comments on images.

Research Engineer (Vendor), Microsoft Research, Redmond                                                                    2019.10 - 2020.5

  • Creating new vision and language dataset and task "Image commenting".


Research Intern, Microsoft Research, Redmond                                                                                             2019 Summer

  • Building a neural-symbolic deep learning model for solving math problems via generating a sequence of equations.

Research Assistant, Vista AI Lab, University of Rochester                                                                                2013 - 2016

  • Analyzed the fashion trend via Computer Vision algorithm on images from social media, advised by Prof. Jiebo Luo

  • Worked in Twitter Health project to predict flu trend from tweets, advised by Prof. Henry Kautz

Research Assistant, HCI Lab, University of Rochester                                                                                       2015 - 2016​

  • Built an HCI system that analyzed people's body language during speech and gave improvement feedback

  • Conducted experiments that evaluated the speech feedback system



Machine Learning

I am interested in developing and using machine learning and deep learning models on various tasks.

2016 - Present

Northwestern University

Ph.D. in Computer Science.

Qualitative Representation and Reasoning

I am interested in modeling human-like symbolic qualitative representations&reasoning, analogical reasoning, case-based reasoning.


I am interested in working on vision-language tasks with both deep learning methods and symbolic reasoning.


I am interested in taking advantage of tradition symbolic reasoning and deep learning. I aim to design deep learning models combining traditional symbolic reasoning as inductive bias.

2012 - 2016

University of Rochester

Bachelor's Degree in Computer Science

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