Nice to meet you! I am Nan Chen (陈南), currently a second year Master student in USTC-CMI lab, at the the School of Cyber Science of University of Science and Technology of China (USTC), supervised by Prof. Zhendong Mao. Before joining USTC, I obtained my B.S. degree in Artificial Intelligence (Honor class in Qian Xuesen College) from Xi’an Jiaotong University in 2023.

My research interests lie in controllable video generation and controllable image generation.

🔥 News

• Mar 14, 2025:  🎉🎉 The paper of my co-author, Zhang Yiyang, and me, “PPT: A Minor Language News Recommendation Model via Cross-Lingual Preference Pattern Transfer,” accepted by ACL Main!
• Jun, 2025:   🥳🥳 I will go to Zhuhai, Guangdong Province to attend the VALSE 2025!
• Feb 27, 2025:  🎉🎉 Our paper Dynamic Diffusion Transformer for Accurate Image Generation has been accepted by CVPR 2025!
• Dec 10, 2024:  🎉🎉 Our paper customcontrast: a multilevel contrastive perspective for subject-driven text-to-image customization has been accepted by AAAI 2025!
• Mar, 2024:   🥳🥳 I went to Chongqing to attend the VALSE 2024!
• Aug, 2023:   😎😎 I started my postgraduate journey!
• Jun, 2023:   😎😎 I graduated from XJTU!
• Jun, 2023:   🥳🥳 I went to Wuxi, Jiangsu Province, to attend the VALSE 2023 (My favorite top Chinese conference)!

📝 Publications

Submitting

LongAnimation: Long Animation Generation with Dynamic Global-Local Memory

Nan Chen, Mengqi Huang, Yihao Meng, Zhendong Mao

Submitting

Project

Submitting

Pro3D-Editor: A Progressive-Views Perspective for Consistent and Precise 3D Editing

Yang Zheng, Mengqi Huang, Nan Chen, Zhendong Mao

Submitting

Project | Paper

ACL Main 2025

PPT: A Minor Language News Recommendation Model via Cross-Lingual Preference Pattern Transfer

Yiyang Zhang, Nan Chen (corresponding author)

ACL 2025 Main

Paper

CVPR 2025

D²iT: Dynamic Diffusion Transformer for Accurate Image Generation

Weinan Jia, Mengqi Huang, Nan Chen, Lei Zhang, Zhendong Mao

CVPR 2025

Paper

AAAI 2025

CustomContrast: A Multilevel Contrastive Perspective For Subject-Driven Text-to-Image Customization

Nan Chen, Mengqi Huang, Zhuowei Chen, Yang Zheng, Lei Zhang, Zhendong Mao

AAAI 2025

Paper | Project | Video

MMM 2025 Oral

Skin-Adapter: Fine-Grained Skin-Color Preservation for Text-to-Image Generation

Zhuowei Chen, Mengqi Huang, Nan Chen, Zhendong Mao

MMM 2025 Oral (Top 10%)

paper | video

Arxiv

HDGlyph: A Hierarchical Disentangled Glyph-Based Framework for Long-Tail Text Rendering in Diffusion Models

Shuhan Zhuang, Mengqi Huang, Fengyi Fu, Nan Chen, Bohan Lei, Zhendong Mao

Arxiv

paper

🎖 Selected Honors and Awards

• 2023 The 2nd Greater Bay Area Algorithm Competition (T2I Track)—Second Prize (2/599), mentored by Mengqi Huang
• 2022 First Prize in China Robot Competition (First Contributor and Group Leader)
• 2021 Megvii Comprehensive Development Scholarship —Equivalent to National Scholarship in XJTU

📖 Educations

• 2023.8 - now, University of Science and Technology of China (USTC).

  Master in Cyberspace Security    Advisor: Prof. Zhendong Mao

• 2019.09 - 2023.06, Xi’an Jiaotong University (XJTU).

  Bachelor in Artificial Intelligence (Honor class in Qian Xuesen Honors College)

💻 Extracurricular Activities

• 2023.10 - now, BiliBili Blogger (NobleAI Channel)

  First Founder of NobleAI Discussion Group

  5,500 followers and 120,000 views.

• 2023.3 - 2023.8, Beijing Research Institute of USTC Research Assistant.

• 2021.5 - 2022.7, XJTU RoboCUP Robot Club Sole Chairman.

• 2021.5 - 2022.7, National University of Singapore: School Of Computing.

  Summer Workshop First Contributor

  Third place in the SWS3026 Visual Computing track and A-grade performance.