I am a third-year PhD student at the Media Synthesis and Forensics Lab (formerly known as Multimedia Computing Group), Instutite of Computing Technology, Chinese Academy of Sciences, advised by professor Juan Cao and assistant 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

• 2025.09  🎉 One first-authored paper got accepted by NeurIPS 2025. See you in San Diego！
• 2025.08   One co-authored paper got accepted by EMNLP 2025 Findings.
• 2025.04   One co-authored paper got accepted by SIGIR 2025.
• 2025.02  🎉 My scholar profile reached 100 citations!
• 2024.12   One co-authored paper got accepted by AAAI 2024.

📖 Educations

• 2023.09 - now, PhD Candidate
  • Institute of Computing Technology, Chinese Academy of Sciences.
• 2019.09 - 2023.06, Bachelor of Engineering
  • 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

• 2025 Merit Student, University of Chinese Academy of Sciences.
• 2024 Second-Class Academic Scholarship, University of Chinese Academy of Sciences.
• 2023 Freshman Scholarship of E Fund Financial Technology.
• 2023 First-Class Academic Scholarship, University of Chinese Academy of Sciences.
• 2022 Second Prize of Shandong Province, China Undergraduate Mathematical Contest in Modeling.
• 2022 Third-Class Academic Scholarship, Shandong University.

📚 Academic Services

• Conf. Reviewer/PC Member
  • TheWebConf (WWW) 2025