Ax Junyu Guo, Shangding Gu, Ming Jin, Costas Spanos, Javad Lavaei 4/8/2026

LLMs Should Express Uncertainty Explicitly

Study on training LLMs to express uncertainty explicitly as control interface for abstention and verification tasks.

Ax Vishaal Kapoor, Mariam Dundua, Sarthak Ahuja, Neda Kordjazi, Evren Yortucboylu, Vaibhavi Padala, Derek Ho, Jennifer Whitted, Rebecca Steinert 4/8/2026

DQA: Diagnostic Question Answering for IT Support

Diagnostic RAG system for IT support with explicit diagnostic state tracking across turns to accumulate evidence and resolve hypotheses.

Ax Peixi Peng (Institute of Medical Robotics, School of Biomedical Engineering, Shanghai Jiao Tong University), Housheng Xie (Institute of Medical Robotics, School of Biomedical Engineering, Shanghai Jiao Tong University), Yanling Wei (Daping Hospital, Army Medical University), Guangcong Ruan (Daping Hospital, Army Medical University), Xiaoyang Zou (Institute of Medical Robotics, School of Biomedical Engineering, Shanghai Jiao Tong University), Qian Cao (Sir Run Run Shaw Hospital, Zhejiang University School of Medicine), Yongjian Nian (Daping Hospital, Army Medical University), Guoyan Zheng (Institute of Medical Robotics, School of Biomedical Engineering, Shanghai Jiao Tong University) 4/8/2026

Analogical Reasoning as a Doctor: A Foundation Model for Gastrointestinal Endoscopy Diagnosis

Foundation model for gastrointestinal endoscopy diagnosis using analogical reasoning to improve generalizability and robustness.

Ax Jiaren Peng, Zeqin Li, Chang You, Yan Wang, Hanlin Sun, Xuan Tian, Shuqiao Zhang, Junyi Liu, Jianguo Zhao, Renyang Liu, Haoran Ou, Yuqiang Sun, Jiancheng Zhang, Yutong Jiao, Kunshu Song, Chao Zhang, Fan Shi, Hongda Sun, Rui Yan, Cheng Huang 4/8/2026

Hackers or Hallucinators? A Comprehensive Analysis of LLM-Based Automated Penetration Testing

Systematic analysis and benchmark comparing LLM-based automated penetration testing frameworks for autonomous security testing.