| 2026 | ACL | Pseudo2Real: Task Arithmetic for Pseudo-Label Correction in Automatic Speech Recognition. | Yi-Cheng Lin, Yu-Hsuan Li Liang, Hsuan Su, Tzu-Quan Lin, Shang-Tse Chen, Yun-Nung Chen, Hung-yi Lee |
| 2026 | EACL | Adaptive Helpfulness-Harmlessness Alignment with Preference Vectors. | Ren-Wei Liang, Chin-Ting Hsu, Chan-Hung Yu, Saransh Agrawal, Shih-Cheng Huang, Chieh-Yen Lin, Shang-Tse Chen, Kuan-Hao Huang, Shao-Hua Sun |
| 2025 | EMNLP | Safeguard Fine-Tuned LLMs Through Pre- and Post-Tuning Model Merging. | Hua Farn, Hsuan Su, Shachi H. Kumar, Saurav Sahay, Shang-Tse Chen, Hung-yi Lee |
| 2025 | ICML | Enhancing Certified Robustness via Block Reflector Orthogonal Layers and Logit Annealing Loss. | Bo-Han Lai, Pin-Han Huang, Bo-Han Kung, Shang-Tse Chen |
| 2025 | ICML | DRAG: Data Reconstruction Attack using Guided Diffusion. | Wa-Kin Lei, Jun-Cheng Chen, Shang-Tse Chen |
| 2025 | NAACL | Jailbreaking with Universal Multi-Prompts. | Yu-Ling Hsu, Hsuan Su, Shang-Tse Chen |
| 2024 | AAAI | Towards Large Certified Radius in Randomized Smoothing Using Quasiconcave Optimization. | Bo-Han Kung, Shang-Tse Chen |
| 2024 | CVPR | Enhancing Targeted Attack Transferability via Diversified Weight Pruning. | Hung-Jui Wang, Yu-Yu Wu, Shang-Tse Chen |
| 2024 | EMNLP | Task Arithmetic can Mitigate Synthetic-to-Real Gap in Automatic Speech Recognition. | Hsuan Su, Hua Farn, Fan-Yun Sun, Shang-Tse Chen, Hung-yi Lee |
| 2024 | ICLR | Annealing Self-Distillation Rectification Improves Adversarial Training. | Yu-Yu Wu, Hung-Jui Wang, Shang-Tse Chen |
| 2018 | KDD | SHIELD: Fast, Practical Defense and Vaccination for Deep Learning using JPEG Compression. | Nilaksh Das, Madhuri Shanbhogue, Shang-Tse Chen, Fred Hohman, Siwei Li, Li Chen, Michael E. Kounavis, Duen Horng Chau |
| 2017 | ACSAC | Predicting Cyber Threats with Virtual Security Products. | Shang-Tse Chen, Yufei Han, Duen Horng Chau, Christopher S. Gates, Michael Hart, Kevin A. Roundy |
| 2016 | AISTATS | Communication Efficient Distributed Agnostic Boosting. | Shang-Tse Chen, Maria-Florina Balcan, Duen Horng Chau |
| 2016 | KDD | Firebird: Predicting Fire Risk and Prioritizing Fire Inspections in Atlanta. | Michael A. Madaio, Shang-Tse Chen, Oliver L. Haimson, Wenwen Zhang, Xiang Cheng, Matthew Hinds-Aldrich, Duen Horng Chau, Bistra Dilkina |
| 2015 | SECON | Benchmarking renderscript: potential for energy efficient multi-core mobile devices. | Qianao Ju, Shang-Tse Chen, Ying Zhang |
| 2014 | ICML | Boosting with Online Binary Learners for the Multiclass Bandit Problem. | Shang-Tse Chen, Hsuan-Tien Lin, Chi-Jen Lu |
| 2012 | ICML | An Online Boosting Algorithm with Theoretical Justifications. | Shang-Tse Chen, Hsuan-Tien Lin, Chi-Jen Lu |