📚 Publications

EMNLP 2026

BreastGPT: A Multimodal Large Language Model for the Full Spectrum of Breast Cancer Clinical Routine

Yang Liu, Jiajin Zhang, Danyang Tu, Yaojun Hu, Jiao Qu, Jiuyu Zhang, Yu Shi, Wei Fang, Shi Gu, Ling Zhang, Yingda Xia

Conference on Empirical Methods in Natural Language Processing (EMNLP 2026), Main Conference, CCF-B

[Paper] [Project Page] [Code] [Dataset]

EMNLP 2026

From Failure to Mastery: Generating Hard Samples for Tool-use Agents

Bingguang Hao^*, Zengzhuang Xu^*, Yuntao Wen^*, Xinyi Xu^*, Yang Liu^*, Tong Zhao, Maolin Wang, Long Chen, Dong Wang, Yicheng Chen, Cunyin Peng, Xiangyu Zhao, Chenyi Zhuang, Ji Zhang

Conference on Empirical Methods in Natural Language Processing (EMNLP 2026), Main Conference, CCF-B

[Paper] [Code] [Dataset]

EMNLP 2026

SeVeR: Selective Visual Exposure for Multimodal Medical Image Question Answering

Yaojun Hu^*, Danyang Tu^*, Yang Liu, Jiajin Zhang, Yingda Xia, Jian Wu, Haochao Ying, Ling Zhang

Conference on Empirical Methods in Natural Language Processing (EMNLP 2026), Main Conference, CCF-B

Paper coming soon.

CVPR 2026 · Highlight

Rounded or Streamlined Head? Bridging Concept Bottleneck Models and Attribute-Described Object Parts

Yang Liu, Jiajin Zhang, Yaojun Hu, Bingguang Hao, Xin Cao, Yingda Xia, Danyang Tu, Shi Gu, Ling Zhang

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2026), CCF-A, Highlight

[Paper] [Code] [Dataset]

BMC Medicine · 2026

Multiparameter concept-based interpretable model for early breast cancer diagnosis and structured reporting: a multi-center, multi-reader, radiologist-in-the-loop study

Jiao Qu^*, Yang Liu^*, Mengmei Zhang, …, Su Lui

BMC Medicine, 2026, JCR Q1 (Student first author)

[Paper]

CVPR 2025

Hybrid Concept Bottleneck Models

Yang Liu, Tianwei Zhang, Shi Gu

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025), CCF-A

[Paper]

Nature Communications · 2025

A concept-based interpretable model for the diagnosis of choroid neoplasias using multimodal data

Yifan Wu^*, Yang Liu^*, Yue Yang, Michael S. Yao, Wenli Yang, Xuehui Shi, Lihong Yang, Dongjun Li, Yueming Liu, James C. Gee, Xuan Yang, Wenbin Wei, Shi Gu

Nature Communications, 2025 (Student first author)

[Paper] [arXiv] [Code]

MICCAI 2023

Co-learning Semantic-Aware Unsupervised Segmentation for Pathological Image Registration

Yang Liu, Shi Gu

International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI 2023), CCF-B

[Paper] [arXiv]

Technical Report

FunReason-MT Technical Report: Advanced Data Synthesis Solution for Real-world Multi-Turn Tool-use

Zengzhuang Xu^*, Bingguang Hao^*, Zechuan Wang^*, Yuntao Wen^*, Maolin Wang^*, Yang Liu^*, …, Shi Gu

Ant Group Inclusion AI Technical Report (Core Contributor)

[arXiv]