CLUB: A Contrastive Log-ratio Upper Bound of Mutual Information. - Pengyu Cheng; Weituo Hao; Shuyang Dai; Jiachang Liu 001; Zhe Gan; Lawrence Carin (ICML, 2020)

What Makes Good In-Context Examples for GPT-3? - Jiachang Liu 001; Dinghan Shen; Yizhe Zhang 002; Bill Dolan; Lawrence Carin; Weizhu Chen (DeeLIO@ACL, 2022)

Fast Sparse Classification for Generalized Linear and Additive Models. - Jiachang Liu 001; Chudi Zhong; Margo I. Seltzer; Cynthia Rudin (AISTATS, 2022)

FasterRisk: Fast and Accurate Interpretable Risk Scores. - Jiachang Liu 001; Chudi Zhong; Boxuan Li; Margo I. Seltzer; Cynthia Rudin (NeurIPS, 2022)

OKRidge: Scalable Optimal k-Sparse Ridge Regression. - Jiachang Liu 001; Sam Rosen; Chudi Zhong; Cynthia Rudin (NeurIPS, 2023)

Exploring and Interacting with the Set of Good Sparse Generalized Additive Models. - Chudi Zhong; Zhi Chen 009; Jiachang Liu 001; Margo I. Seltzer; Cynthia Rudin (NeurIPS, 2023)

OKRidge: Scalable Optimal k-Sparse Ridge Regression for Learning Dynamical Systems. - Jiachang Liu 001; Sam Rosen; Chudi Zhong; Cynthia Rudin (CoRR, 2023)

Representing Graphs via Gromov-Wasserstein Factorization. - Hongteng Xu; Jiachang Liu 001; Dixin Luo; Lawrence Carin (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Position: Amazing Things Come From Having Many Good Models. - Cynthia Rudin; Chudi Zhong; Lesia Semenova; Margo I. Seltzer; Ronald Parr; Jiachang Liu 001; Srikar Katta; Jon Donnelly; Harry Chen; Zachery Boner (ICML, 2024)

FastSurvival: Hidden Computational Blessings in Training Cox Proportional Hazards Models. - Jiachang Liu 001; Rui Zhang; Cynthia Rudin (NeurIPS, 2024)

Amazing Things Come From Having Many Good Models. - Cynthia Rudin; Chudi Zhong; Lesia Semenova; Margo I. Seltzer; Ronald Parr; Jiachang Liu 001; Srikar Katta; Jon Donnelly; Harry Chen; Zachery Boner (CoRR, 2024)

Fast and interpretable mortality risk scores for critical care patients. - Chloe Qinyu Zhu; Muhang Tian; Lesia Semenova; Jiachang Liu 001; Jack Xu; Joseph Scarpa; Cynthia Rudin (J. Am. Medical Informatics Assoc., 2025)

Scalable First-order Method for Certifying Optimal k-Sparse GLMs. - Jiachang Liu 001; Soroosh Shafiee; Andrea Lodi 001 (CoRR, 2025)