Adversarially Robust Generalization Just Requires More Unlabeled Data. - Runtian Zhai; Tianle Cai; Di He 001; Chen Dan 001; Kun He 001; John E. Hopcroft; Liwei Wang 001 (CoRR, 2019)

MACER: Attack-free and Scalable Robust Training via Maximizing Certified Radius. - Runtian Zhai; Chen Dan 001; Di He 001; Huan Zhang 001; Boqing Gong; Pradeep Ravikumar; Cho-Jui Hsieh; Liwei Wang 001 (ICLR, 2020)

Transferred Discrepancy: Quantifying the Difference Between Representations. - Yunzhen Feng; Runtian Zhai; Di He 001; Liwei Wang 001; Bin Dong 001 (CoRR, 2020)

DORO: Distributional and Outlier Robust Optimization. - Runtian Zhai; Chen Dan 001; J. Zico Kolter; Pradeep Ravikumar (ICML, 2021)

Boosted CVaR Classification. - Runtian Zhai; Chen Dan 001; Arun Sai Suggala; J. Zico Kolter; Pradeep Ravikumar (NeurIPS, 2021)

Understanding Why Generalized Reweighting Does Not Improve Over ERM. - Runtian Zhai; Chen Dan 001; J. Zico Kolter; Pradeep Kumar Ravikumar (ICLR, 2023)

Responsible AI (RAI) Games and Ensembles. - Yash Gupta; Runtian Zhai; Arun Sai Suggala; Pradeep Ravikumar (NeurIPS, 2023)

Characterizing Out-of-Distribution Error via Optimal Transport. - Yuzhe Lu; Yilong Qin; Runtian Zhai; Andrew Shen; Ketong Chen; Zhenlin Wang; Soheil Kolouri; Simon Stepputtis; Joseph Campbell; Katia P. Sycara (NeurIPS, 2023)

Predicting Out-of-Distribution Error with Confidence Optimal Transport. - Yuzhe Lu; Zhenlin Wang; Runtian Zhai; Soheil Kolouri; Joseph Campbell; Katia P. Sycara (CoRR, 2023)

Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation. - Runtian Zhai; Bingbin Liu; Andrej Risteski; Zico Kolter; Pradeep Ravikumar (CoRR, 2023)

Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation and Regression. - Runtian Zhai; Bingbin Liu; Andrej Risteski; J. Zico Kolter; Pradeep Kumar Ravikumar (ICLR, 2024)

Spectrally Transformed Kernel Regression. - Runtian Zhai; Rattana Pukdee; Roger Jin; Maria-Florina Balcan; Pradeep Kumar Ravikumar (ICLR, 2024)

Contextures: The Mechanism of Representation Learning. - Runtian Zhai (CoRR, 2025)

Contextures: Representations from Contexts. - Runtian Zhai; Kai Yang; Che-Ping Tsai; Burak Varici; Zico Kolter; Pradeep Ravikumar (CoRR, 2025)