Alert button
Picture for Runtian Zhai

Runtian Zhai

Alert button

Spectrally Transformed Kernel Regression

Feb 01, 2024
Runtian Zhai, Rattana Pukdee, Roger Jin, Maria-Florina Balcan, Pradeep Ravikumar

Viaarxiv icon

Responsible AI (RAI) Games and Ensembles

Oct 28, 2023
Yash Gupta, Runtian Zhai, Arun Suggala, Pradeep Ravikumar

Figure 1 for Responsible AI (RAI) Games and Ensembles
Figure 2 for Responsible AI (RAI) Games and Ensembles
Figure 3 for Responsible AI (RAI) Games and Ensembles
Figure 4 for Responsible AI (RAI) Games and Ensembles
Viaarxiv icon

Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation

Jun 01, 2023
Runtian Zhai, Bingbin Liu, Andrej Risteski, Zico Kolter, Pradeep Ravikumar

Figure 1 for Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation
Figure 2 for Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation
Figure 3 for Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation
Figure 4 for Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation
Viaarxiv icon

Characterizing Out-of-Distribution Error via Optimal Transport

May 25, 2023
Yuzhe Lu, Yilong Qin, Runtian Zhai, Andrew Shen, Ketong Chen, Zhenlin Wang, Soheil Kolouri, Simon Stepputtis, Joseph Campbell, Katia Sycara

Figure 1 for Characterizing Out-of-Distribution Error via Optimal Transport
Figure 2 for Characterizing Out-of-Distribution Error via Optimal Transport
Figure 3 for Characterizing Out-of-Distribution Error via Optimal Transport
Figure 4 for Characterizing Out-of-Distribution Error via Optimal Transport
Viaarxiv icon

Predicting Out-of-Distribution Error with Confidence Optimal Transport

Feb 10, 2023
Yuzhe Lu, Zhenlin Wang, Runtian Zhai, Soheil Kolouri, Joseph Campbell, Katia Sycara

Figure 1 for Predicting Out-of-Distribution Error with Confidence Optimal Transport
Figure 2 for Predicting Out-of-Distribution Error with Confidence Optimal Transport
Figure 3 for Predicting Out-of-Distribution Error with Confidence Optimal Transport
Figure 4 for Predicting Out-of-Distribution Error with Confidence Optimal Transport
Viaarxiv icon

Understanding Why Generalized Reweighting Does Not Improve Over ERM

Feb 16, 2022
Runtian Zhai, Chen Dan, Zico Kolter, Pradeep Ravikumar

Figure 1 for Understanding Why Generalized Reweighting Does Not Improve Over ERM
Figure 2 for Understanding Why Generalized Reweighting Does Not Improve Over ERM
Figure 3 for Understanding Why Generalized Reweighting Does Not Improve Over ERM
Figure 4 for Understanding Why Generalized Reweighting Does Not Improve Over ERM
Viaarxiv icon

Boosted CVaR Classification

Nov 10, 2021
Runtian Zhai, Chen Dan, Arun Sai Suggala, Zico Kolter, Pradeep Ravikumar

Figure 1 for Boosted CVaR Classification
Figure 2 for Boosted CVaR Classification
Viaarxiv icon

DORO: Distributional and Outlier Robust Optimization

Jun 11, 2021
Runtian Zhai, Chen Dan, J. Zico Kolter, Pradeep Ravikumar

Figure 1 for DORO: Distributional and Outlier Robust Optimization
Figure 2 for DORO: Distributional and Outlier Robust Optimization
Figure 3 for DORO: Distributional and Outlier Robust Optimization
Figure 4 for DORO: Distributional and Outlier Robust Optimization
Viaarxiv icon