Chuangchuang Tan 谭创创

Lecturer, School of Computer Science & Technology
Beijing Jiaotong University

I am a Lecturer at Beijing Jiaotong University. I received my Ph.D. from BJTU in 2025 under the supervision of Prof. Yao Zhao. I have also conducted research at A*STAR and Microsoft Research Asia.

My research focuses on trustworthy visual intelligence, with particular interests in AIGC and deepfake forensics, explainable multimodal reasoning, and agentic visual understanding.

Email · Google Scholar · GitHub · BJTU Faculty

News

2026

AnomReason accepted to ICLR 2026.

2026

ForenX explores explainable AI-generated image detection with multimodal large language models.

2025.06

Received my Ph.D. from Beijing Jiaotong University and an Outstanding Doctoral Dissertation award from BJTU.

Research Interests

AIGC & Deepfake Forensics · Explainable AI · Multimodal Reasoning · Agentic AI · Trustworthy Visual Intelligence

Research Style — Back to the task · Define the problem · Derive the method

Research → · Research Style →

Selected Publications

Full list →

Semantic
AnomalyDetection · Reasoning

Semantic Visual Anomaly Detection and Reasoning in AI-Generated Images

Chuangchuang Tan, Xiang Ming, Jinglu Wang, Renshuai Tao, Bin Li, Yunchao Wei, Yao Zhao, Yan Lu

ICLR 2026

Paper · Code

C2P-CLIP: Injecting Category Common Prompt in CLIP to Enhance Generalization in Deepfake Detection

Chuangchuang Tan*, Renshuai Tao*, Huan Liu, Guanghua Gu, Baoyuan Wu, Yao Zhao, Yunchao Wei

AAAI 2025

Paper · Code

Rethinking the Up-Sampling Operations in CNN-Based Generative Network for Generalizable Deepfake Detection

Chuangchuang Tan, Huan Liu, Yao Zhao, Shikui Wei, Guanghua Gu, Ping Liu, Yunchao Wei

CVPR 2024

Paper · Code · Demo

Learning on Gradients: Generalized Artifacts Representation for GAN-Generated Images Detection

Chuangchuang Tan, Yao Zhao, Shikui Wei, Guanghua Gu, Yunchao Wei

CVPR 2023

Paper · Code