Publications

A collection of my research work.

*: Equal Contribution, †: Project Lead, ‡: Corresponding Author

On the Limitations of Cross-Lingual Consistency in Multilingual Text-to-image Generation

On the Limitations of Cross-Lingual Consistency in Multilingual Text-to-image Generation

Sicheng Zhang, Zhonghao Yan, Binzhu Xie, Shi Qiu, Muzammal Naseer, Naveed Akhtar, Mubarak Shah

ACMMM2026 (CCF-A)arXivPaperCode🤗HuggingFace
LaST-R1: Reinforcing Robotic Manipulation via Adaptive Physical Latent Reasoning

LaST-R1: Reinforcing Robotic Manipulation via Adaptive Physical Latent Reasoning

Hao Chen*, Jiaming Liu*†, Zhonghao Yan*, Nuowei Han*, Renrui Zhang†, Chenyang Gu, Jialin Gao, Ziyu Guo, Siyuan Qian, Yinxi Wang, Peng Jia, Chi-Wing Fu, Shanghang Zhang‡, Pheng-Ann Heng

arXiv2026ProjectarXivPaperCode🤗HuggingFace
DetailVerifyBench: A Benchmark for Dense Hallucination Localization in Long Image Captions

DetailVerifyBench: A Benchmark for Dense Hallucination Localization in Long Image Captions

Xinran Wang, Yuxuan Zhang, Xiao Zhang, Haolong Yan, Muxi Diao, Songyu Xu, Zhonghao Yan, Hongbing Li, Kongming Liang, Zhanyu Ma

arXiv2026ProjectarXivPaperCode🤗HuggingFace
Hepato-LLaVA: An Expert MLLM with Sparse Topo-Pack Attention for Hepatocellular Pathology Analysis on Whole Slide Images

Hepato-LLaVA: An Expert MLLM with Sparse Topo-Pack Attention for Hepatocellular Pathology Analysis on Whole Slide Images

Yuxuan Yang*, Zhonghao Yan*†, Yi Zhang*, Bo Yun, Muxi Diao, Guowei Zhao, Kongming Liang‡, Wenbin Li‡, Zhanyu Ma

MICCAI2026 (CCF-B)ProjectarXivPaperCode🤗HuggingFace
Entropy-Adaptive Fine-Tuning: Resolving Confident Conflicts to Mitigate Forgetting

Entropy-Adaptive Fine-Tuning: Resolving Confident Conflicts to Mitigate Forgetting

Muxi Diao, Lele Yang, Wuxuan Gong, Yutong Zhang, Zhonghao Yan, Yufei Han, Kongming Liang, Weiran Xu, Zhanyu Ma

arXiv2026ProjectarXivPaperCode
Step-GUI Technical Report

Step-GUI Technical Report

Haolong Yan, Jia Wang, Xin Huang, Yeqing Shen, Ziyang Meng, Zhimin Fan, Kaijun Tan, others, Zhonghao Yan, others

Technical ReportProjectarXivPaperCode🤗HuggingFace
MedReasoner: Reinforcement Learning Drives Reasoning Grounding from Clinical Thought to Pixel-Level Precision

MedReasoner: Reinforcement Learning Drives Reasoning Grounding from Clinical Thought to Pixel-Level Precision

Zhonghao Yan*, Muxi Diao*, Yuxuan Yang, Ruoyan Jing, Jiayuan Xu, Kaizhou Zhang, Lele Yang, Yanxi Liu, Kongming Liang‡, Zhanyu Ma

AAAI2026 (CCF-A)ProjectarXivPaperCode🤗HuggingFace
Trade-offs in image generation: How do different dimensions interact?

Trade-offs in image generation: How do different dimensions interact?

Sicheng Zhang*, Binzhu Xie*, Zhonghao Yan*, Yuli Zhang, Donghao Zhou, Xiaofei Chen, Shi Qiu, Jiaqi Liu, Guoyang Xie‡, Zhichao Lu

ICCV2025 (CCF-A)arXivPaperCode🤗HuggingFace
PGP-SAM: Prototype-Guided Prompt Learning for Efficient Few-Shot Medical Image Segmentation

PGP-SAM: Prototype-Guided Prompt Learning for Efficient Few-Shot Medical Image Segmentation

Zhonghao Yan, Zijin Yin, Tianyu Lin, Xiangzhu Zeng, Kongming Liang‡, Zhanyu Ma

ISBI2025arXivPaperCode
Stable diffusion segmentation for biomedical images with single-step reverse process

Stable diffusion segmentation for biomedical images with single-step reverse process

Tianyu Lin, Zhiguang Chen, Zhonghao Yan, Weijiang Yu, Fudan Zheng

MICCAI2024 (CCF-B)ProjectarXivPaperCode