| 2026 | INFOCOM | LeJOT-AutoML: LLM-Driven Feature Engineering for Job Execution Time Prediction in Databricks Cost Optimization. | Lizhi Ma, Yixiang Hu, Yihui Ren, Feng Wu, Xiang-Yang Li |
| 2025 | CogSci | Cognitive Representation in Large Language Models: Formalizing Psychological Constructs for Automated Questionnaire Generation. | Yang Yan, Lizhi Ma, Yu Lu, Renjun Xu, Zhenzhong Lan |
| 2025 | CogSci | Cognitive Distillation with Parameter-Efficient LLMs: Chain-of-Thought Calibration for Personality Prediction. | Yang Yan, Lizhi Ma, Yu Lu, Renjun Xu, Zhenzhong Lan |
| 2024 | CSCWD | PsyChat: A Client-Centric Dialogue System for Mental Health Support. | Huachuan Qiu, Anqi Li, Lizhi Ma, Zhenzhong Lan |
| 2024 | EMNLP | Understanding the Therapeutic Relationship between Counselors and Clients in Online Text-based Counseling using LLMs. | Anqi Li, Yu Lu, Nirui Song, Shuai Zhang, Lizhi Ma, Zhenzhong Lan |
| 2024 | EMNLP | PsyGUARD: An Automated System for Suicide Detection and Risk Assessment in Psychological Counseling. | Huachuan Qiu, Lizhi Ma, Zhenzhong Lan |
| 2023 | ACL | Understanding Client Reactions in Online Mental Health Counseling. | Anqi Li, Lizhi Ma, Yaling Mei, Hongliang He, Shuai Zhang, Huachuan Qiu, Zhenzhong Lan |
| 2017 | CogSci | Extraneous visual noise facilitates word learning. | Katherine Twomey, Lizhi Ma, Gert Westermann |