Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation - Yuhuai Wu; Elman Mansimov; Roger B. Grosse; Shun Liao; Jimmy Ba (NIPS, 2017)

Doubly Sparse: Sparse Mixture of Sparse Experts for Efficient Softmax Inference. - Shun Liao; Ting Chen; Tian Lin; Denny Zhou; Chong Wang (CoRR, 2019)

Improving domain adaptation in de-identification of electronic health records through self-training. - Shun Liao; Jamie Kiros; Jiyang Chen; Zhaolei Zhang; Ting Chen (J. Am. Medical Informatics Assoc., 2021)

Methods and Applications of Deep Learning in Sequential Medical Data - Shun Liao (2022)

Large Language Models are Few-Shot Health Learners. - Xin Liu 034; Daniel McDuff; Geza Kovacs; Isaac R. Galatzer-Levy; Jacob E. Sunshine; Jiening Zhan; Ming-Zher Poh; Shun Liao; Paolo Di Achille; Shwetak N. Patel (CoRR, 2023)

What Are the Odds? Language Models Are Capable of Probabilistic Reasoning. - Akshay Paruchuri; Jake Garrison; Shun Liao; John Hernandez; Jacob E. Sunshine; Tim Althoff; Xin Liu 034; Daniel McDuff (EMNLP, 2024)

Scalable Multi-Domain Adaptation of Language Models using Modular Experts. - Peter Schafhalter; Shun Liao; Yanqi Zhou; Chih-Kuan Yeh; Arun Kandoor; James Laudon (CoRR, 2024)

Scaling Wearable Foundation Models. - Girish Narayanswamy; Xin Liu 034; Kumar Ayush; Yuzhe Yang 003; Xuhai Xu; Shun Liao; Jake Garrison; Shyam A. Tailor; Jake Sunshine; Yun Liu 013; Tim Althoff; Shrikanth Narayanan; et al. (CoRR, 2024)

Scaling Wearable Foundation Models. - Girish Narayanswamy; Xin Liu 034; Kumar Ayush; Yuzhe Yang 003; Xuhai Xu; Shun Liao; Jake Garrison; Shyam A. Tailor; Jacob E. Sunshine; Yun Liu 013; Tim Althoff; Shrikanth Narayanan; et al. (ICLR, 2025)

Passive Heart Rate Monitoring During Smartphone Use in Everyday Life. - Shun Liao; Paolo Di Achille; Jiang Wu; Silviu Borac; Jonathan Wang; Xin Liu 034; Eric Teasley; Lawrence Cai; Yuzhe Yang 003; Yun Liu 013; Daniel McDuff; Hao-Wei Su; et al. (CoRR, 2025)

LSM-2: Learning from Incomplete Wearable Sensor Data. - Maxwell A. Xu; Girish Narayanswamy; Kumar Ayush; Dimitris Spathis; Shun Liao; Shyam A. Tailor; Ahmed Metwally 002; A. Ali Heydari; Yuwei Zhang; Jake Garrison; Samy Abdel-Ghaffar; Xuhai Xu; et al. (CoRR, 2025)