I'm a computer scientist from Cupertino, California. I'm currently doing
my PhD in causal inference at Columbia University, advised by
Elias Bareinboim. Previously,
I obtained a B.S. in CS, Math, and Statistics at Purdue University. I'm
interested in causal structure representations, their generalizability to
different domains, and their potential role in deep learning.
My research is supported by the
Columbia Center of Artificial Intelligence Technology (CAIT) Amazon PhD Fellowship.
You can contact me via email at kmx2000 [at] columbia [dot] edu.
Read about my thoughts on causality on my blog (in collaboration with Hannah Ho).
Link to blog: Counteractual
Neural Causal Models for Counterfactual Identification and Estimation
Xia, K., Pan, Y., and Bareinboim, E.
(ICLR-23) In Proceedings of the 11th Eleventh International Conference on Learning Representations, Feb 2023
Causal Transportability for Visual Recognition
Mao, C.*, Xia, K.*, Wang, J., Wang, H., Yang, J., Bareinboim, E., and Vondrick, C.
(CVPR-22) In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, Apr 2022
*Indicates equal contribution.
The Causal-Neural Connection: Expressiveness, Learnability, and Inference
Xia, K., Lee, K., Bengio, Y., and Bareinboim, E.
(NeurIPS-21) In Proceedings of the 34th Annual Conference on Neural Information Processing Systems, Jun 2021
An S-band Automatically Tunable Bandpass Filter Based on a
Machine Learning Approach
Adhikari, P., Xia, K., Shaffer, G., Ribeiro, B., and Peroulis D.
2021 IEEE 21st Annual Wireless and Microwave Technology Conference, Apr 2021
Development of a Speed Invariant Deep Learning Model with
Application to Condition Monitoring of Rotating Machinery
Lee, W.J., Xia, K., Denton, N.L., Ribeiro, B., and Sutherland, J.W.
Journal of Intelligent Manufacturing, May 2020
A Distributed Kernel SVM Algorithm for Predicting Non-Canonical
MicroRNA Targets and Verified Using TCGA-derived Expression Data
Ghoshal, A., Zhang, J., Roth, M.A., Xia, K.M., Grama, A., and Chaterji, S.
IEEE/ACM Transactions on Computational Biology and Bioinformatics, Apr 2018