Xiaochen Ma

Xiaochen Ma

PhD Student of CSE

HKUST

Biography

Xiaochen Ma (马晓晨)

Xiaochen Ma (马晓晨) is a Ph.D. student in Computer Science and Engineering (CSE) at the Hong Kong University of Science and Technology (HKUST) since January 2026, advised by Prof. Binhang Yuan and Prof. Wentao Zhang.

Prior to his Ph.D. studies, he worked as a Research Assistant at Peking University, where he conducted research on Large Language Models (LLMs) and Multimodal Large Language Models (MLLMs) under the supervision of Prof. Wentao Zhang.

Previously, from July 2023 to June 2024, he served as a Research Assistant at Sichuan University, advised by Prof. Jizhe Zhou.

Xiaochen received his B.Eng. in Computer Science from the College of Computer Science, Sichuan University in June 2023, where his undergraduate thesis was awarded as an Outstanding Undergraduate Thesis, ranking top 2 out of over 400 students.

He actively embraces the open-source community, with his repositories accumulating 3000+ GitHub stars in total on GitHub.


Research Interests

His research focuses on:

  • LLM Systems and Deep Learning Systems
  • System design and optimization for large-scale deep learning
  • Image Forensics and Image Manipulation Detection
  • Multimodal Large Models (MLLMs)

In particular, his current research primarily targets LLM systems and traditional Deep Learning system design, while also exploring multimodal foundation models.


Representative Works

  • DataFlow A flexible and efficient dataflow system for deep learning research and deployment. https://github.com/OpenDCAI/DataFlow2.6k+ GitHub stars

  • IMDLBenCo A unified training and evaluation system for image manipulation detection and localization, designed to benchmark and standardize IMDL research. https://github.com/scu-zjz/IMDLBenCo NeurIPS 2024 Spotlight · ⭐ 280+ GitHub stars


Services:

  • Reviewer: ECCV'26 CVPR'26, ICLR'26, AISTATS'26, AAAI'25, NeurIPS'25, ICCV'25, ICML'25, CVPR'25, ICLR'25, NeurIPS'24, and ACM MM'24, AISTATS'25.
Interests
  • Computer Vision
  • Image Forensic
  • Large Vision Model
Education
  • Ph.D in Computer Science and Engineering, 2028 (expected)

    HKUST

  • B.Eng. in Computer Science, 2023

    Sichuan University

Experience

 
 
 
 
 
The Hong Kong University of Science and Technology
PhD Student in Computer Science and Engineering
February 2026 – Present Hong Kong SAR, China
 
 
 
 
 
Peking University
Full-time Research Assistant
January 2025 – January 2026 China
 
 
 
 
 
Sichuan University
Full-time Research Assistant
July 2023 – June 2024 China
 
 
 
 
 
Sichuan University
Undergraduate Student
September 2019 – June 2023 China

Publications

(2025). ForensicHub: A Unified Benchmark & Codebase for All-Domain Fake Image Detection and Localization. NeurIPS'25.

PDF Cite Code arXiv

(2024). IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization. NeurIPS'24 Spotlight.

PDF Cite Code Poster arXiv NeurIPS URL

(2024). Mesoscopic insights: Orchestrating multi-scale & hybrid architecture for image manipulation localization. AAAI'25.

PDF Cite Code DOI arXiv AAAI URL

(2023). IML-ViT: Benchmarking Image Manipulation Localization by Vision Transformer. In Submission.

PDF Cite Code arXiv

Contact

  • xiaochen.ma.cs[at]gmail.com
  • Beijing, 100089
  • 3F, Huihuang Shidai Building, 56 West Road of North Fourth Ring, Haidian District, Beijing, China