I am a PhD student in the Computer Science department at Carnegie Mellon University. I am fortunate to be advised by Pravesh Kothari. I am interested in theoretical computer science in general. Recently, I am focusing on sum-of-squares refutation for average-case problems. More broadly, I'm interested in average-case complexity, lower bounds, and interesting connections to statistical physics.
In the past, I have worked on artificial intelligence and machine learning. I did my undergraduate and masters at Stanford University, where I worked with Fei-Fei Li and Stefano Ermon on machine learning projects. I'd also like to thank Li-Yang Tan at Stanford for sparking my interest in theoretical computer science.
I am also very interested in physics and natural sciences in general. Check out my projects in Quantum Complexity (pdf) and Quantum Information (pdf). I have also worked with Prof. Jr-Min Lin on measuring the reaction rates of chemicals related to atmospheric ozone, which was later published in Science, 2015.
Sep. 2017 - Mar. 2019
M.S. in Computer Science
Sep. 2013 - Jun. 2017
B.S. in Computer Science
Terman Award Winner, University Distinction
Learning Neural PDE Solvers with Convergence Guarantees
Jun-Ting Hsieh*, Shengjia Zhao*, Stephan Eismann, Lucia Mirabella, Stefano Ermon
International Conference on Learning Representations (ICLR), 2019
Learning to Decompose and Disentangle Representations for Video Prediction
Jun-Ting Hsieh, Bingbin Liu, De-An Huang, Li Fei-Fei, Juan Carlos Niebles
Neural Information Processing Systems (NeurIPS), 2018
Graph Distillation for Action Detection with Privileged Modalities
Zelun Luo, Jun-Ting Hsieh, Lu Jiang, Juan Carlos Niebles, Li Fei-Fei
European Conference on Computer Vision (ECCV), 2018
Computer Vision-based Descriptive Analytics of Seniors' Daily Activities for Long-term Health Monitoring
Jun-Ting Hsieh*, Zelun Luo*, Niranjan Balachandar, Serena Yeung, Guido Pusiol, Jay Luxenberg, Grace Li, Li-Jia Li, N. Lance Downing, Arnold Milstein, Li Fei-Fei
Machine Learning for Healthcare (MLHC), 2018
Direct kinetic measurement of the reaction of the simplest Criegee intermediate with water vapor
Wen Chao, Jun-Ting Hsieh, Chun-Hung Chang, Jim Jr-Min Lin
Science, 2015. Vol. 347, Issue 6223, pp. 751-754