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 and human-aligned responses.  (My hunch: insights from causality can help! )

Aside from my main research, I co-organize the Machine Learning in New York City speaker series and advise AI alignment research projects at FAR AI.


Publications


An Invariant Learning Characterization of Controlled Text Generation


Carolina Zheng*, Claudia Shi*, Keyon Vafa, Amir Feder, David Blei (*equal contribution)

ACL 2023


Evaluating the Moral Beliefs Encoded in LLMs


Nino Scherrer*, Claudia Shi*, Amir Feder, David Blei (*equal contribution)

https://arxiv.org/abs/2307.14324


Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback


Stephen Casper, Xander Davies, Claudia Shi, Thomas Krendl Gilbert, Jeremy Scheurer, Javier Rando, Rachel Freedman, Tomasz Korbak, David Lindner, Pedro Freire, others

https://arxiv.org/abs/2307.15217


On the Misspecification of Linear Assumptions in Synthetic Control


Achille Nazaret, Claudia Shi, David M. Blei

arXiv:2302.12777, 2023


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


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