📝 Projects and Publications

^* indicates equal contribution, ^† indicates corresponding author.

• Arxiv 2024 JAILJUDGE: A Comprehensive Jailbreak Judge Benchmark with Multi-Agent Enhanced Explanation Evaluation Framework
  [Github] , Project Page, [Models(🔥1k+ downloads)]
  Fan Liu, Yue Feng^†, Zhao Xu, Lixin Su, Xinyu Ma, Dawei Yin, Hao Liu^†
  

NeurIPS 2024

• “Bag of Tricks: Benchmarking of Jailbreak Attacks on LLMs”
  [Github] [Media Coverage (🔥8k+ reads)] [1], [2], [3]
  Zhao Xu, Fan Liu, Hao Liu^†
  Annual Conference on Neural Information Processing Systems (NeurIPS), Vancouver, Canada, 2024

Arxiv 2024

• “Adversarial Tuning: Defending Against Jailbreak Attacks for LLMs”
  Fan Liu, Zhao Xu, Hao Liu^†
  arXiv:2406.06622 [cs.CL]

KDD 2024

• “Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models”
  [Github] , [Media Coverage (2k+ reads)]
  Weijia Zhang, Jindong Han, Zhao Xu, Hang Ni, Hao Liu^†, Hui Xiong
  ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), Barcelona, Spain, 2024

Arxiv 2024

• “Large Language Models as Traffic Signal Control Agents: Capacity and Opportunity”
  [Github] , [Project Page], [Demo], [Media Coverage (🔥14k+ reads)]
  Siqi Lai, Zhao Xu, Weijia Zhang, Hao Liu^†, Hui Xiong
  ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), Toronto, Canada, 2025

• TMC 2020 “DeepMM: Deep learning based map matching with data augmentation” (Extension of SIGSPATIAL 2019 Paper)
  Jie Feng, Yong Li^†, Kai Zhao, Zhao Xu, Tong Xia, Lin Chen, Depeng Jin
  IEEE Transactions on Mobile Computing (CCF A)

• SIGSPATIAL 2019 “DeepMM: Deep learning based map matching with data augmentation”
  Kai Zhao, Jie Feng, Zhao Xu, Tong Xia, Lin Chen, Funing Sun, Diansheng Guo, Depeng Jin, Yong Li^†
  Proceedings of the 27th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (CORE Rank A, Acceptance Rate: 21%)