Paper-Conference

BountyBench: Dollar Impact of AI Agent Attackers and Defenders on Real-World Cybersecurity Systems
AI agents have the potential to significantly alter the cybersecurity landscape. Here, we introduce the first framework to capture …
Andy K. Zhang, Joey Ji, Celeste Menders, Riya Dulepet, Thomas Qin, Ron Y. Wang, Junrong Wu, Kyleen Liao, Jiliang Li, Jinghan Hu, Sara Hong, Nardos Demilew, Shivatmica Murgai, Jason Tran, Nishka Kacheria, Ethan Ho, Denis Liu, Lauren McLane, Olivia Bruvik, Dai-Rong Han, Seungwoo Kim, Akhil Vyas, Cuiyuanxiu Chen, Ryan Li, Weiran Xu, Jonathan Z. Ye, Prerit Choudhary, Siddharth M. Bhatia, Vikram Sivashankar, Yuxuan Bao, Dawn Song, Dan Boneh, Daniel E. Ho, Percy Liang
PDF Cite Code Source Document
MalMixer: Few-Shot Malware Classification with Retrieval-Augmented Semi-Supervised Learning
Recent growth and proliferation of malware have tested practitioners’ ability to promptly classify new samples according to malware …
Jiliang Li, Yifan Zhang, Yu Huang, Kevin Leach
PDF Cite
A Comparative Study on ChatGPT and Checklist as Support Tools for Unit Testing Education
Testing is widely practiced in software engineering, and many tools have been developed to support students in learning testing. Prior …
Zihan Fang, Jiliang Li, Anda Liang, Gina R. Bai, Yu Huang
PDF Cite
EyeTrans: Merging Human and Machine Attention for Neural Code Summarization
Neural code summarization leverages deep learning models to automatically generate brief natural language summaries of code snippets. …
Yifan Zhang, Jiliang Li, Zachary Karas, Aakash Bansal, Toby Jia-Jun Li, Collin McMillan, Kevin Leach, Yu Huang
PDF Cite Code
Do Machines and Humans Focus on Similar Code? Exploring Explainability of Large Language Models in Code Summarization
Recent language models have demonstrated proficiency in summarizing source code. However, as in many other domains of machine learning, …
Jiliang Li, Yifan Zhang, Zachary Karas, Collin McMillan, Kevin Leach, Yu Huang
PDF Cite Slides
Do Machines and Humans Focus on Similar Code? Exploring Explainability of Large Language Models in Code Summarization