Diagnosing the Performance Trade-off in Gender Stereotype Mitigation. Guangliang Liu*, Bocheng Chen*, etc.
My name is Bocheng Chen and I'm a tenure-track Assistant Professor of Computer and Information Science at the University of Mississippi. I study computer security, with a focus on risks in AI-based systems. My research aim to identify and mitigate realistic security vulnerabilities in LLM-based chatbot systems to ensure their secure operation.
[Prospective PhD Students and Interns] My research group, the Secured AI Systems (SAIS) Lab, plans to recruit three Ph.D. students in Spring and Fall 2026, with support available through one Fellowship, one RA, and one TA position. Students interested in AI for Security are encouraged to apply. Interested applicants may contact me at cbchen7[at]gmail[dot]com with a CV and transcript, using the email subject line: [26Fall/26Spring-PhDApplication-Name].
[Industry Opportunity] Students are encouraged to take summer internships in industry labs, and will be connected with opportunities at Amazon and Qualcomm.
My research aims to address the following question: What is the worst-case behavior when chatbots are widely deployed in real-world settings, and can we design secure chatbot systems given that current large language models, due to their probabilistic nature, cannot reliably enforce security policies?
I am extremely fortunate to collaborate closely with Guangliang Liu at Michigan State University and Dr. Zoe Xi Chen at Nanyang Technological University on Pragmatics and Computational Linguistics.
cv · bchen5@olemiss.edu · google scholar · github
Diagnosing the Performance Trade-off in Gender Stereotype Mitigation. Guangliang Liu*, Bocheng Chen*, etc.
No Free Lunch for Defending Against Prefilling Jailbreak Attack by In-Context Learning. Zhiyu Xue*, Guangliang Liu*, Bocheng Chen, etc.
Understanding Multi-Turn Toxic Behaviors in Open-Domain Chatbots. Bocheng Chen, etc.
The Dark Side of Human Feedback: Poisoning Large Language Models via User Inputs. Bocheng Chen, etc.
Multi-Turn Hidden Backdoor in Large Language Model-Powered Chatbot Models. Bocheng Chen, etc.
Jailbreaker in Jail: Moving Target Defense for Large Language Models. Bocheng Chen, etc.
DynamicFL: Balancing communication dynamics and client manipulation for federated learning. Bocheng Chen, etc.
CS 427: Network Security