Claudia Shi


CS PhD student at Columbia University


Claudia.j.shi AT gmail.com



Claudia Shi


CS PhD student at Columbia University


Contact

Claudia Shi


CS PhD student at Columbia University


Claudia.j.shi AT gmail.com




About


I am a Ph.D. student in Computer Science at Columbia University,  advised by David Blei. 
I am broadly interested in machine learning and causal inference. In the past couple of years, I've worked on bringing machine learning insights to causal effect estimation.

Recently, I have been thinking about how to ensure large language models produce factual responses? (My hunch: insights from causality can help! )

I enjoy brainstorming about weird & ambitious research ideas. Please reach out if you want to chat!

Publications


On the Assumptions of Synthetic Control Methods


Claudia Shi, Dhanya Sridhar, Vishal Misra, David M. Blei


International Conference on Artificial Intelligence and Statistics (Oral), 2022


Invariant Representation Learning for Treatment Effect Estimation


Claudia Shi, Victor Veitch, David Blei


Uncertainty in Artificial Intelligence (Long talk), 2021


Conformal Sensitivity Analysis for Individual Treatment Effects


Mingzhang Yin, Claudia Shi, Yixin Wang, David M Blei


arXiv:2112.03493, 2021


Adapting Neural Networks for the Estimation of Treatment Effects


Claudia Shi, David M. Blei, Victor Veitch


Neural Information Processing Systems, 2019