Junfeng Guo
Scholar

Junfeng Guo

Google Scholar ID: TqblqYcAAAAJ
University of Maryland, College Park
Trustworthy Machine LearningComputer VisionNature Language Processing
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Citations & Impact
All-time
Citations
1,492
 
H-index
17
 
i10-index
18
 
Publications
20
 
Co-authors
0
 
Contact
Emailgjf199509236817@gmail.comCVOpen ↗TwitterOpen ↗
Publications
17 items
PolicyGuard: Towards Test-time and Step-level Adversary Defense for Reinforcement Learning Agent
2026
Cited
0
FedAttr: Towards Privacy-preserving Client-Level Attribution in Federated LLM Fine-tuning
2026
Cited
0
X-Mark: Saliency-Guided Robust Dataset Ownership Verification for Medical Imaging
2026
Cited
0
An Efficient and Adaptive Watermark Detection System with Tile-based Error Correction
2025
Cited
0
DATABench: Evaluating Dataset Auditing in Deep Learning from an Adversarial Perspective
2025
Cited
0
Rethinking Data Protection in the (Generative) Artificial Intelligence Era
2025
Cited
0
CertDW: Towards Certified Dataset Ownership Verification via Conformal Prediction
2025
Cited
0
CoTGuard: Using Chain-of-Thought Triggering for Copyright Protection in Multi-Agent LLM Systems
2025
Cited
0
Resume
Academic Achievements
  • - Published multiple papers in 2025, including CIKM, EMNLP, ICCV, InterSpeech, ACL, etc.
  • - Published multiple papers in 2024, including TMLR, NeurIPS, ECCV, etc.
Research Experience
  • - Research Associate, University of Maryland, College Park, working with Brendan Iribe Endowed Professor Heng Huang
Education
  • - Ph.D. in Computer Science, University of Texas at Dallas, Advisors: Dr. Cong Liu and Dr. Ang Li
  • - B.Sc. in Biomedical Engineering, University of Electronic Science and Technology of China (UESTC)
Background
  • Research Interests: Deep Learning, Computer Vision, Privacy & Security. Current research focuses on making AI systems more practically usable and predictable.
Miscellany
  • Email: gjf2023 at umd dot edu
  • Social Media: Gmail, Twitter, Google Scholar