About Me
Hi, I’m Jaylen Jones, a third-year PhD student in Computer Science & Engineering at The Ohio State University (OSU) advised by Prof. Huan Sun and Prof. Eric Fosler-Lussier. Prior to joining OSU, I received my B.S. in Computer Science from the College of Informatics at Northern Kentucky University (NKU).
Research Interests
My research centers on AI with a focus in natural language processing, the alignment of large language models (LLMs) to human values, and LLM-based agents. I am particularly interested in the design, evaluation, and applications of LLM-based systems for high-stakes, human-centered applications, unlocking the full potential of AI capabilities while ensuring the trustworthiness, robustness, and safety required for real-world use.
My current work focuses on the following high-level areas:
- Evaluating and mitigating the risks of computer-use agents, with an emphasis on both security (i.e., protecting agents from adversarial attack) and safety (i.e., preventing accidental agent harms emerging from typical benign inputs).
- Developing novel methods to introducing alignment signals during model training, aiming to address core vulnerabilities in existing LLMs and enhance the safety of computer-use agents in practice.
Publications & Papers
RedTeamCUA: Towards Realistic Adversarial Testing of CUAs in Hybrid Web-OS Environments
Zeyi Liao*, Jaylen Jones*, Linxi Jiang*, Eric Fosler-Lussier, Yu Su, Zhiqiang Lin, Huan Sun (* denotes equal contribution)
(Under Review 2025)AmpleGCG-Plus: A Strong Generative Model of Adversarial Suffixes to Jailbreak LLMs with Higher Success Rates in Fewer Attempts
Vishal Kumar, Zeyi Liao, Jaylen Jones, Huan Sun
(arXiv 2025)A Multi-Aspect Framework for Counter Narrative Evaluation using Large Language Models
Jaylen Jones, Lingbo Mo, Eric Fosler-Lussier, Huan Sun
2024 Annual Conference of the North American Chapter of the Association for Computational Linguistics
(NAACL 2024)
Awards and Experience
- Led as a Student Presenter at the Center for AI Policy’s Congressional Exhibition for Advanced AI, 2025
- Lead Student Writer on accepted Schmidt Sciences’ Safety Science Initiative grant, 2024
- Attended the 2024 Annual Conference of the North American Chapter of the Association for Computational Linguistics, 2024
- Inaugural member of the L.I.F.E Foundation Fellowship at NKU, 2018