Leyao (Laura) Wang
Welcome! I am Leyao(Laura) Wang, a senior student at Vanderbilt University double majoring in Computer Science and Mathematics, with a minor in Data Science. I am currently advised by Dr. Tyler Derr at Vanderbilt Network Data Science (NDS) Lab and Dr. Pranam Chatterjee in The Programmable Biology Group (PBG) at Duke University. In the past, I was fortunate to work with Dr. Zhijun Yin in 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
- [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!
- [11/2024] My paper “PepDoRA: A Unified Peptide Language Model via Weight-Decomposed Low-Rank Adaptation” has been submitted to Nature Communications and is under review!
- [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 ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp 2024)!
- [08/2024] My paper “Large Language Model-based Augmentation for Imbalanced Node Classification on Text-Attributed Graphs” is submitted to AAAI 2025!
- [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!