I am a Ph.D. student at the Media Synthesis and Forensics Lab (formerly known as Multimedia Computing Group), Institute of Computing Technology, Chinese Academy of Sciences, advised by Professor Juan Cao and Associate Professor (Researcher) Qiang Sheng.

My research interests include identifying and regulating content generated by large language models (大语言模型时代下的内容安全治理), such as machine-generated texts, toxic content, and fake news.

🔥 News

• Sep. 2025  🎉 One first-authored paper got accepted by NeurIPS 2025. See you in San Diego!
• Aug. 2025   One co-authored paper got accepted by EMNLP 2025 Findings.
• Apr. 2025   One co-authored paper got accepted by SIGIR 2025.
• Feb. 2025  🎉 My scholar profile reached 100 citations!
• Dec. 2023   One co-authored paper got accepted by AAAI 2024.

📖 Education

• Sep. 2023 - Present, Ph.D. Student in Computer Science
  • Institute of Computing Technology, Chinese Academy of Sciences.
  • Integrated Ph.D. Program (Expected graduation: Jun. 2028)
• Sep. 2019 - Jun. 2023, Bachelor of Engineering in Artificial Intelligence
  • School of Computer Science and Technology, Shandong University.

📝 Publications

NeurIPS 2025

From Judgment to Interference: Early Stopping LLM Harmful Outputs via Streaming Content Monitoring

Yang Li, Qiang Sheng, Yehan Yang, Xueyao Zhang, Juan Cao

• Data: We construct FineHarm, a dataset consisting of 29K prompt-response pairs with fine-grained annotations to provide reasonable supervision for token-level training.
• Model: We propose the Streaming Content Monitor (SCM), which is trained with dual supervision of response- and token-level labels and can follow the output stream of LLM to make a timely judgment of harmfulness.

• EMNLP 2025 Forewarned is Forearmed: Pre-Synthesizing Jailbreak-like Instructions to Enhance LLM Safety Guardrail to Potential Attacks

  Sheng Liu, Qiang Sheng, Danding Wang, Yang Li, Guang Yang, Juan Cao

• SIGIR 2025 LLM-Generated Fake News Induces Truth Decay in News Ecosystem: A Case Study on Neural News Recommendation

  Beizhe Hu, Qiang Sheng, Juan Cao, Yang Li, Danding Wang

• AAAI 2024 Bad Actor, Good Advisor: Exploring the Role of Large Language Models in Fake News Detection

  Beizhe Hu, Qiang Sheng, Juan Cao, Yuhui Shi, Yang Li, Danding Wang, Peng Qi

• Preprint For a More Comprehensive Evaluation of 6Dof Object Pose Tracking

  Yang Li, Fan Zhong, Xin Wang, Shuangbing Song, Jiachen Li, Xueying Qin, Changhe Tu

🎖 Honors and Awards

Honors

• May 2025 Merit Student, University of Chinese Academy of Sciences.

Scholarships

• Dec. 2025 Excellent Prize of the President Scholarship, ICT, CAS
• Oct. 2025 First-Class Academic Scholarship, University of Chinese Academy of Sciences.
• Oct. 2024 Second-Class Academic Scholarship, University of Chinese Academy of Sciences.
• Dec. 2023 E Fund FinTech Entrance Scholarship.
• Oct. 2023 First-Class Academic Scholarship, University of Chinese Academy of Sciences.
• Oct. 2022 Third-Class Academic Scholarship, Shandong University.

Other Awards

• 2022 Second Prize of Shandong Province, China Undergraduate Mathematical Contest in Modeling.

📚 Academic Services

• Conf. Reviewer/PC Member
  • TheWebConf (WWW) 2025
  • ACL Rolling Review (Oct. 2025)