Leyao (Laura) Wang
Welcome! I am Leyao (Laura) Wang, an incoming 2-year MSCS at Yale University. I obtained the Bachelor of Science from Vanderbilt University with summa cum laude (the highest honor), double majoring in Computer Science and Mathematics and minoring in Data Science. In the past, I was fortunate to work with Dr. Tyler Derr in Network Data Science (NDS) Lab at Vanderbilt, Dr. Pranam Chatterjee in The Programmable Biology Group (PBG) at Duke University, and Dr. Zhijun Yin from the Vanderbilt SPHERE lab.
Research Interests
My research interests mainly focus on Natural Language Processing and Large Language Models, including:
- Trustworthy AI: Enhancing the robustness of large language models (LLM) and aligning them with human values through fine-tuning, in-context learning (ICL), retrieval-augmented generation (RAG), etc.
- Data-Centric AI: Utilizing large language models (LLM) to tackle data quality challenges, including class imbalance, data sparsity, and missing values, through advanced text generation techniques.
- AI for Science: Applying large language models (LLM) in scientific domains, such as encoding molecule or peptide sequences for chemical property representation.
News
- [02/2025] Our survey “Towards Trustworthy Retrieval Augmented Generation for Large Language Models: A Survey” has been released on ArXiv!
- [01/2025] I am selected as an Honorable Mention for the 2024-2025 CRA Outstanding Undergraduate Researcher Award!
- [12/2024] My paper “PepDoRA: A Unified Peptide Language Model via Weight-Decomposed Low-Rank Adaptation” was presented at NeurIPS 2024 Workshop on AI for New Drug Modalities (AIDrugX @ NeurIPS24)!
- [11/2024] My paper “Applications and Concerns of ChatGPT and Other Conversational Large Language Models in Health Care: Systematic Review” is now published on JMIR!
- [10/2024] My paper “PepDoRA: A Unified Peptide Language Model via Weight-Decomposed Low-Rank Adaptation” has been accepted by NeurIPS 2024 Workshop on AI for New Drug Modalities (AIDrugX @ NeurIPS24)!
- [10/2024] My paper “Applications and Concerns of ChatGPT and Other Conversational Large Language Models in Healthcare: A Systematic Review” has been accepted by the Journal of Medical Internet Research (JMIR)!
- [09/2024] Our paper “Sensor2Text: Enabling Natural Language Interactions for Daily Activity Tracking Using Wearable Sensors” has been accepted to the Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT/UbiComp 2024)!
- [08/2024] My paper “Large Language Model-based Augmentation for Imbalanced Node Classification on Text-Attributed Graphs” has been released to ArXiv!
- [05/2024] Join the Programmable Biology Group (PBG) advised by Dr. Pranam Chatterjee!
- [04/2024] My paper “A Systematic Review of ChatGPT and Other Conversational Large Language Models in Healthcare” has been released on MedRXiv!
- [01/2024] Join Network Data Science (NDS) Lab advised by Dr. Tyler Derr!