Aug, 2026
KDD 2026, oral

Medusa: Cross-Modal Transferable Adversarial Attacks on Multimodal Medical Retrieval-Augmented Generation

Yingjia Shang, Yi Liu, Huimin Wang, Furong Li, Wenfang Sun, Chengyu Wu, Yefeng Zheng
Aug, 2026
KDD 2026

PRIME: A Pretrained Representation–Induced Model for 3D Molecules in De Novo Binder Design

Zhihua Tian, Jiale Zhou, Rubo Wang, Yidong Song, Zhenchao Tang, Tianxu Lv, Zhijian Wu, Yefeng Zheng
Aug, 2026
KDD 2026

A Sliced-Wasserstein Framework on Correlation Matrices for EEG Decoding

Chen Hu, Rui Wang, Jiale Zhou, Jingjun Yi, Shaocheng Jin, Yidong Song, Yefeng Zheng
Jul, 2026
ICML 2026

MedREK: Retrieval-Based Editing for Medical LLMs with Key-Aware Prompts

Shujun Xia, Haokun Lin, Yichen Wu, Yinan Zhou, Zixuan Li, Zhongwei Wan, Xingrun Xing, Yefeng Zheng, Xiang Li, Caifeng Shan, Zhenan Sun, Quanzheng Li
Jul, 2026
ACL 2026, main

Beyond Surface Features: Advancing Medical Vision-Language Alignment via Dynamic Evidence-Guided Preference Optimization

Zixuan Huang, Zhihong Zhu, Xiaolong Liu, Yanchao Hao, Manman Zhang, Zheng Wei, Bowen Xing, Xian Wu, Ye Li, Fen Miao, Yefeng Zheng
Jul, 2026
ACL 2026, main

Guaranteeing Knowledge Integration with Joint Decoding for Retrieval-Augmented Generation

Zhengyi Zhao, Shubo Zhang, Zezhong Wang, Yuxi Zhang, Huimin Wang, Yutian Zhao, Yefeng Zheng, Binyang Li, Kam-Fai Wong, Xian Wu
Jul, 2026
ACL 2026, findings

MultiDx: A Multi-Source Knowledge Integration Framework towards Diagnostic Reasoning

Yimin Deng, Zhenxi Lin, Yejing Wang, Guoshuai Zhao, Pengyue Jia, Zichuan Fu, Derong Xu, Yefeng Zheng, Xiangyu Zhao, Li Zhu, Xian Wu, Xueming Qian
Jul, 2026
ACL 2026, findings

AdapTime: Enabling Adaptive Temporal Reasoning in Large Language Models

Yimin Deng, Yejing Wang, Zhenxi Lin, Zichuan Fu, Guoshuai Zhao, Derong Xu, Yefeng Zheng, Xiangyu Zhao, Xian Wu, Li Zhu, Xueming Qian
Jul, 2026
ACL 2026, findings

Tandem: Riding Together with Large and Small Language Models for Efficient Reasoning

Zichuan Fu, Xian Wu, Guojing Li, Yejing Wang, Yijun Chen, Zihao Zhao, Yixuan Luo, Hanyu Yan, Yefeng Zheng, Xiangyu Zhao
Jul, 2026
Nature

Towards the construction of a virtual yeast

L Qian, Z Zhou, P Zhou, Z Dong, X Zhang, Z Dai, Z Gao, S Sun, K Roy, S Wang, N Zamboni, C Boone, M Costanzo, J Li, G Liti, J Yue, M Ralser, E Williams, M Zampieri, H Jiang, T Wu, Y Wang, F Li, J Schacherer, R Sun, Z Li, Y Deng, Y Chen, Z Xie, H Lou, X Wang, L Xie, H Wen, L Chen, K Lei, G Rosenberger, X Cai, Y Wang, Q Xiao, H Shen, G Liu, L Ma, B Andrews, H Lu, K Piatkevich, Y Zhu, L Bai, Y Cai, Y Chen, W E, G Gao, F He, L Chen, S Li, H Ma, L Qiao, L Steinmetz, L Tang, T Tang, X Zhang, J Yang, Y Yang, K Yu, J Zeng, Y Zheng, B Zhou, T Guo
Jun, 2026
CVPR 2026

Step-CoT: Stepwise Visual Chain-of-Thought for Medical Visual Question Answering

Lin Fan, Yafei Ou, Zhipeng Deng, Pengyu Dai, Chongxian Hou, Jiale Yan, Yaqian Li, Kaiwen Long, Xun Gong, Masayuki Ikebe, Yefeng Zheng
Jun, 2026
CVPR 2026

Dual-Level Confidence based Implicit Self-Refinement for Medical Visual Question Answering

Meihong Pan, Yefeng Zheng
May, 2026
Nature Biomedical Engineering

Towards generalizable AI in medicine via Generalist–Specialist Collaboration

S He, Y Nie, H Wang, S Yang, Y Wang, Z Cai, Z Chen, Y Xu, L Wu, N Cheng, L Luo, H Xiang, X Lin, M Wu, Y Peng, G Shih, Z Xu, X Wu, Q Wang, R Chan, V Vardhanabhuti, X Duan, W Chu, Y Zheng, P Rajpurkar, K Zhang, H Chen
Apr, 2026
ICLR 2026

Riemannian High-Order Pooling for Brain Foundation Models

Chen Hu, Ziheng Chen, Rui Wang, Yefeng Zheng, Nicu Sebe
Apr, 2026
ICLR 2026

RegionReasoner: Region-Grounded Multi-Round Visual Reasoning

Wenfang Sun, Hao Chen, Yingjun Du, Yefeng Zheng, Cees G. M. Snoek
Apr, 2026
ICLR 2026

MME-Emotion: A Holistic Evaluation Benchmark for Emotional Intelligence in Multimodal Large Language Models

Fan Zhang, Zebang Cheng, Chong Deng, Haoxuan Li, Zheng Lian, Qian Chen, Huadai Liu, Wen Wang, Yi-Fan Zhang, Renrui Zhang, Ziyu Guo, Zhihong Zhu, Hao Wu, Haixin Wang, Yefeng Zheng, Xiaojiang Peng, Xian Wu, Kun Wang, Xiangang Li, Jieping Ye, Pheng-Ann Heng
Mar, 2026
AAAI 2026, oral

Multimodal Mixture-of-Experts with Retrieval Augmentation for Protein Active Site Identification

Jiayang Wu, Jiale Zhou, Rubo Wang, Xingyi Zhang, Xun Lin, Tianxu Lv, Leong Hou U, Yefeng Zheng
Feb, 2026
Pattern Recognition

A lightweight physics-driven dual exposure correction network for endoscopic images

Zhijian Wu, Hong Wang, Yefeng Zheng
Jan, 2026
IEEE Transactions on Multimedia

SORT-LFR: Revisiting SORT for Multi-Object Tracking in Low-Frame-Rate Videos

Li Zeng, Yawen Huang, Yubei Lin, Ziwei Zhu, Xingming Zhang, Yang Liu, Yuexiang Li, and Yefeng Zheng
Dec, 2025
npj Digital Medicine

Deep learning-based non-contrast MRI model for nasopharyngeal carcinoma diagnosis: an end-to-end gadolinium-free solution

Z Li, Y Shi, L Wang, J Lu, X Liu, J Woo, J Ouyang, J Hu, D Zhou, W Gong, X Yang, H Yu, Y Wang, F Liu, Y Dong, M Ye, S Shi, X Chen, M Qiu, G Fakhri, L Kong, X Sun, Y Zheng, Y Shi, H Yu, X Liu
Dec, 2025
IEEE Journal of Biomedical and Health Informatics

Robust Federated Video-based Remote Physiological Measurement for Heterogeneous Multi-source Data

Wenan Wang, Qinwei Xu, Xinkun Xu, Shaoxin Li, Feiyue Huang, Yefeng Zheng, Lifeng Zhu, Zhian Bai, Yuchen Xu, Weiguo Hu
Dec, 2025
IEEE Transactions On Medical Imaging

GM-ABS: Promptable Generalist Model Drives Active Barely Supervised Training in Specialist Model for 3D Medical Image Segmentation

Zhe Xu, Cheng Chen, Donghuan Lu, Jinghan Sun, Dong Wei, Yefeng Zheng, Quanzheng Li, and Raymond Kai-yu Tong
Dec, 2025
IEEE Transactions on Pattern Analysis and Machine Intelligence

Homophily Edge Augment Graph Neural Network for High-Class Homophily Variance Learning

Mingjian Guang, Rui Zhang, Dawei Cheng, Xiaoyang Wang, Xin Liu, Jie Yang, Yi Ouyang, Xian Wu, and Yefeng Zheng
Dec, 2025
IEEE Transactions On Neural Networks And Learning Systems

A Refreshed Similarity-Based Upsampler for Direct High-Ratio Feature Upsampling

Minghao Zhou, Hong Wang, Yefeng Zheng, and Deyu Meng
Nov, 2025
NeurIPS 2025

Think or Not? Exploring Thinking Efficiency in Large Reasoning Models via an Information-Theoretic Lens

Xixian Yong, Xiao Zhou, Yingying Zhang, Jinlin Li, Yefeng Zheng, Xian Wu
Nov, 2025
NeurIPS 2025

D-VST: Diffusion Transformer for Pathology-Correct Tone-Controllable Cross-Dye Virtual Staining of Whole Slide Images

Shurong Yang, Dong Wei, Yihuang Hu, Qiong Peng, Hong Liu, Yawen Huang, Xian Wu, Yefeng Zheng, Liansheng Wang
Nov, 2025
NeurIPS 2025

The Curse of Depth in Large Language Models

Wenfang Sun, Xinyuan Song, Pengxiang Li, Lu Yin, Yefeng Zheng, Shiwei Liu
Nov, 2025
NeurIPS 2025

Learning a Cross-Modal Schrödinger Bridge for Visual Domain Generalization

Hao Zheng, Jingjun Yi, Qi Bi, Huimin Huang, Haolan Zhan, Yawen Huang, Yuexiang Li, Xian Wu, Yefeng Zheng
Nov, 2025
NeurIPS 2025

Degradation-aware Dynamic Schrödinger Bridge for Unpaired Image Restoration

Jingjun Yi, Qi Bi, Hao Zheng, Huimin Huang, Yixian Shen, Haolan Zhan, Wei Ji, Yawen Huang, Yuexiang Li, Xian Wu, Yefeng Zheng
Nov, 2025
NeurIPS 2025

CELLVERSE: Do Large Language Models Really Understand Cell Biology?

Fan Zhang, Tianyu Liu, Zhihong Zhu, Hao Wu, Haixin Wang, Donghao Zhou, Yefeng Zheng, Kun Wang, Xian Wu, Pheng-Ann Heng
Nov, 2025
IEEE Transactions on Affective Computing

MoDE: Improving Mixture of Depression Experts With Mutual Information Estimator for Depression Detection

Xianbing Zhao, Hang Yang, Di Wang, Buzhou Tang, and Yefeng Zheng
Nov, 2025
EMNLP 2025, main

RareSyn: Health Record Synthesis for Rare Disease Diagnosis

H. Wang, Y. Zhao, Y. Zheng, and X. Wu
Nov, 2025
EMNLP 2025, main

T2: An Adaptive Test-Time Scaling Strategy for Contextual Question Answering

Z. Zhao, S. Zhang, Z. Wang, H. Wang, Y. Zhao, B. Liang, Y. Zheng, B. Li, K.-F. Wong, and X. Wu
Nov, 2025
EMNLP 2025, main

MemeReaCon: Probing Contextual Meme Understanding in Large Vision-Language Models

Z. Zhao, S. Zhang, Y. Zhang, Y. Zhao, Y. Zhang, Z. Wang, H. Wang, Y. Zhao, B. Liang, Y. Zheng, B. Li, K.-F. Wong, and X. Wu
Nov, 2025
EMNLP 2025, Findings

Guiding Large Language Models for Biomedical Entity Linking via Restrictive and Contrastive Decoding

Z. Lin, Z. Zhang, J. Wu, Y. Zheng, and X. Wu
Oct, 2025
Journal of Biomedical Informatics

Clinical pathway-aware large language models for reliable and transparent medical dialogue

Jiageng Wu, Xian Wu, Yefeng Zheng, Jie Yang
Oct, 2025
ACM Multimedia 2025

AtlantisGS: Underwater Sparse-View Scene Reconstruction via Gaussian Splatting

J. Yi, Q. Bi, H. Zheng, H. Huang, H. Zhan, Y. Shen, W. Ji, Y. Huang, Y. Li, X. Wu, and Y. Zheng
Oct, 2025
ACM Multimedia 2025

BrainSegDMlF: A Dynamic Fusion-enhanced SAM for BrainLesion Segmentation

H. Wang, Y. Wu, H. Huang, H. Wu, J.-X. Jiang, X. Zhang, H. Zheng, Y. Huang, X. Wu, Y. Zheng, J. Xu, and J. Cheng
Oct, 2025
ACM Multimedia 2025

Single Domain Generalization for Multimodal Cross-Cancer Prognosis via Dirac Rebalancer and Distribution Entanglement

J.-X. Jiang, J. Liu, H. Wu, Y. Wu, Z. Wang, Q. Bi, and Y. Zheng
Oct, 2025
ACM Multimedia 2025

SAMVSR: Leveraging Semantic Priors to Zone-Focused Mamba for Video Snow Removal

H. Wu, Y. Wu, J.-X. Jiang, C. Wu, H. Wang, and Y. Zheng
Oct, 2025
ICCV 2025

Scaling Tumor Segmentation: Best Lessons from Real and Synthetic Data

Q. Chen, X. Zhou, C. Liu, H. Chen, W. Li, Z. Jiang, Z. Huang, Y. Zhao, D. Yu, J. He, Y. Zheng, L. Shao, A. Yuille, and Z. Zhou
Oct, 2025
ICCV 2025

TopoTTA: Topology-Enhanced Test-Time Adaptation for Tubular Structure Segmentation

J. Zhou, W. Wang, S. Li, X. Qu, X. Guo, Y. Liu, W. Tang, X. Lin, and Y. Zheng
Oct, 2025
ICCV 2025

A Simple yet Mighty Hartley Diffusion Versatilist for Generalizable Dense Vision Tasks

Q. Bi, J. Yi, H. Huang, H. Zheng, H. Zhan, W. Ji, Y. Huang, Y. Li, and Y. Zheng
Sep, 2025
UIST 2025

CineVision: An Interactive Pre-visualization Storyboard System for Director–Cinematographer Collaboration

Z. Wei, H. Wu, L. Zhang, X. Xu, Y. Zheng, P. Hui, M. Agrawala, H. Qu, and A. Rao
Sep, 2025
nature biomedical engineering

A collaborative large language model for drug analysis

Hongjian Zhou, Fenglin Liu, Jinge Wu, Wenjun Zhang, Guowei Huang, Lei Clifton, David Eyre , Haochen Luo, Fengyuan Liu   , Kim Branson, Patrick Schwab , Xian Wu   , Yefeng Zheng, Anshul Thakur  & David A. Clifton
Sep, 2025
IEEE Transactions on Medical Imaging

MUSCLE: A New Perspective to Multi-Scale Fusion for Medical Image Classification Based on the Theory of Evidence

Junlai Qiu, Junyue Cao, Yawen Huang, Ziwei Zhu, Fubo Wang, Cheng Lu, Yuexiang Li, and Yefeng Zheng
Aug, 2025
Information Fusion

KPVG: Knowledge-prompted vision-genomics model for cancer survival prediction in whole slide images

J. Shi, C. Li, Y. Zheng, and H. Fu
Aug, 2025
Medical Image Analysis

Federated Modality-specific Encoders and Partially Personalized Fusion Decoder for Multimodal Brain Tumor Segmentation

H. Liu, D. Wei, Q. Dai, X. Wu, Y. Zheng, and L. Wang
Aug, 2025
IEEE Transactions on Pattern Analysis and Machine Intelligence

Learning Generalized Medical Image Representation by Decoupled Feature Queries

Qi Bi, Jingjun Yi, Hao Zheng, Wei Ji, Yawen Huang, Yuexiang Li, and Yefeng Zheng
Aug, 2025
Artificial Intelligence Review

Empowering Scientific Discovery with Explainable Small Domain-specific and Large Language Models

H. Yu, Y. Wang, T. Cheng, Y. Yan, K. Dawson, S. Li, Y. Zheng, and Y. Jin
Jun, 2025
ICME 2025

OpenDUN: To Discover Unknown Number of Visual Categories

Sik Chit Wu, Munan Ning, Dong Wei, Yefeng Zheng, Donghuan Lu, Li Yuan
Jun, 2025
ICME 2025

A Simple and Better Baseline for Visual Grounding

Jingchao Wang, Wenlong Zhang, Dingjiang Huang, Hong Wang, Yefeng Zheng
Jun, 2025
MICCAI 2025

A Prior-Driven Lightweight Network for Endoscopic Exposure Correction

Zhijian Wu, Hong Wang, Yuxuan Shi, Dingjiang Huang, and Yefeng Zheng
Jun, 2025
MICCAI 2025

A Multimodal Contrastive Learning for Detecting Aortic Dissection on 3D Non-Contrast CT with Anatomy Simplification

Duoer Zhang, Wenbo Xiao, Chen Jiang, Yuxuan Qiu, Zhan Feng, Hong Wang, Yefeng Zheng, and Wentao Zhu
Jun, 2025
MICCAI 2025

TRACE: Temporally Reliable Anatomically-Conditioned 3D CT Generation with Enhanced Efficiency

Minye Shao, Xingyu Miao, Haoran Duan, Zeyu Wang, Jingkun Chen, Yawen Huang, Xian Wu, Jingjing Deng, Yang Long, and Yefeng Zheng
Jun, 2025
MICCAI 2025

PD-INR: Prior-Driven Implicit Neural Representations for TOF-PET Reconstruction

Yuxuan Long, Yulin Zhang, Hong Wang, Xiaodong Kuang, Hailiang Huang, Fan Rao, Huafeng Liu, Yefeng Zheng, and Wentao Zhu
Jun, 2025
MICCAI 2025

RRG-DPO: Direct Preference Optimization for Clinically Accurate Radiology Report Generation

Hong Liu, Dong Wei, Zhe Xu, Xian Wu, Yefeng Zheng, and Liansheng Wang
Jun, 2025
MICCAI 2025

D-CAM: Learning Generalizable Weakly-Supervised Medical Image Segmentation from Domain-invariant CAM

Jingjun Yi, Qi Bi, Hao Zheng, Haolan Zhan, Wei Ji, Huimin Huang, Yuexiang Li, Shaoxin Li, Xian Wu, Yefeng Zheng, and Feiyue Huang
Jun, 2025
MICCAI 2025

Conservative-Radical Complementary Learning for Class-incremental Medical Image Analysis with Pre-trained Foundation Models

Xinyao Wu, Zhe Xu, Donghuan Lu, Jinghan Sun, Hong Liu, Sadia Shakil, Jiawei Ma, Yefeng Zheng, Raymond Kai-yu Tong
Jun, 2025
Lancet Digital Health.

Artificial intelligence-assisted detection of nasopharyngeal carcinoma on endoscopic images: a national, multicentre, model development and validation study

Y. Shi, Z. Li, L. Wang, H. Wang, X. Liu, D. Gu, X. Chen, X. Liu, W. Gong, X. Jiang, W. Li, Y. Lin, K. Liu, D. Luo, T. Peng, X. Peng, M. Tong, H. Zheng, X. Zhou, J. Wu, G. El Fakhri, M. Chang, J. Liao, J. Li, D. Wang, J. Ye, S. Qu, W. Jiang, Q. Liu, X. Sun, Y. Zheng, H. Yu
Jun, 2025
IEEE Transactions on Circuits and Systems for Video Technology

SP-SLAM: Neural Real-Time Dense SLAM With Scene Priors

Z. Hong, B. Wang, H. Duan, Y. Huang, X. Li, Z. Wen, X. Wu, W. Xiang, and Y. Zheng
May, 2025
ACL, 2025

Model Merging for Knowledge Editing

Zichuan Fu, Xian Wu, Guojing Li, Yingying Zhang, Yefeng Zheng, Tianshi Ming, Yejing Wang, Wanyu Wang, Xiangyu Zhao
May, 2025
ACL, 2025

Can We Trust AI Doctors? A Survey of Medical Hallucination in Large Language and Large Vision-Language Models

Zhihong Zhu, Yunyan Zhang, Xianwei Zhuang, Fan Zhang, Zhongwei Wan, Yuyan Chen, Qingqing Long, Yefeng Zheng, Xian Wu
May, 2025
ACL, 2025

A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge Graphs

Yimin Deng, Yuxia Wu, Yejing Wang, Guoshuai Zhao, Li Zhu, Qidong Liu, Derong Xu, Zichuan Fu, Xian Wu, Yefeng Zheng, Xiangyu Zhao, Xueming Qi
May, 2025
ACL, 2025

Training-free LLM Merging for Multi-task Learning

Zichuan Fu, Xian Wu, Yejing Wang, Wanyu Wang, Shanshan Ye, Hongzhi Yin, Yi Chang, Yefeng Zheng, Xiangyu Zhao
May, 2025
ACL, 2025

A Survey on Foundation Language Models for Single-cell Biology

Fan Zhang, Hao Chen, Zhihong Zhu, Ziheng Zhang, Zhenxi Lin, Ziyue Qiao, Yefeng Zheng, Xian Wu
May, 2025
IEEE Transactions on Neural Networks and Learning Systems

A Semantic-Consistent Few-Shot Modulation Recognition Framework for IoT Applications

J. Su, P. Sun, Y. Jiang, Z. Wen, F. Guo, Y. Wu, Z. Hong, H. Duan, Y. Huang, R. Ranjan, and Y. Zheng
Apr, 2025
ISBI, 2025

Braineditor: Structure-Disentangled Brain MRI Synthesis Via Natural Language Prompted Diffusion Image Editing

Jialin Li, Dong Wei, Jiaming Qiu, Yiwei Ren, Pujin Cheng, Junyan Lyu, Terry Tao Ye, Yefeng Zheng, Xiaoying Tang
Apr, 2025
Nature Reviews Bioengineering, 2025

Application of Large Language Models in Medicine

F. Liu, H. Zhou, B. Gu, X. Zou, J. Huang, J. Wu, Y. Li, S. Chen, Y. Hua, P. Zhou, J. Liu, C. Mao, C. You, X. Wu, Y. Zheng, L. Clifton, Z. Li, J. Luo, and D. Clifton
Apr, 2025
IPMI, 2025

Structure Observation Driven Image-Text Contrastive Learning for Computed Tomography Report Generation

Hong Liu, Dong Wei, Qiong Peng, Yawen Huang, Xian Wu, Yefeng Zheng and Liansheng Wang
Apr, 2025
IEEE Transactions on Neural Networks and Learning Systems

RSF-Conv: Rotation-and-Scale Equivariant Fourier Parameterized Convolution for Retinal Vessel Segmentation

Zihong Sun, Hong Wang, Qi Xie, Yefeng Zheng, Deyu Meng
Mar, 2025
CVPR, 2025

NightAdapter: Learning a Frequency Adapter for Generalizable Night-time Scene Segmentation

Qi Bi, Jingjun Yi, Huimin Huang, Hao Zheng, Haolan Zhan, Yawen Huang,bYuexiang Li, Xian Wu, Yefeng Zheng
Feb, 2025
International Journal of Computer Vision

Multi-source Domain Adaptation by Causal-guided Adaptive Multimodal Diffusion Networks

Ziyun Cai, Yawen Huang, Tengfei Zhang, Yefeng Zheng & Dong Yue
Feb, 2025
Pattern Recognition

GAD: Domain Generalized Diabetic Retinopathy Grading by Grade-Aware De-stylization

Qi Bi, Jingjun Yi, Hao Zheng, Haolan Zhan, Yawen Huang, Wei Ji, Yuexiang Li, Yefeng Zheng
Feb, 2025
IEEE Transactions on Medical Imaging, 2025

Adaptive Weighting based Metal Artifact Reduction in CT Images

H. Wang, Y. Wu, D. Wei, X. Wu, Y. Wang, J. Ma, and Y. Zheng
Feb, 2025
Proc. AAAI Conf. Artificial Intelligence, 2025

LLMEmb: Large Language Model Can Be a Good Embedding Generator for Sequential Recommendation

Q. Liu, X. Wu, W. Wang, Y. Wang, Y. Zhu, X. Zhao, F. Tian, and Y. Zheng
Feb, 2025
Proc. the Web Conference, 2025

How much Medical Knowledge do LLMs have? An Evaluation of Medical Knowledge Coverage for LLMs (In Press)

Z. Zhang, Z. Lin, Y. Zheng, and X. Wu
Feb, 2025
NAACL 2025

A Layered Debating Multi-Agent System for Similar Disease Diagnosis (In Press)

Y. Zhao, H. Wang, Y. Zheng, and X. Wu
Feb, 2025
International Journal of Computer Vision

Learning to Generalize Heterogeneous Representation for Cross-Modality Image Synthesis via Multiple Domain Interventions

Y. Huang, H. Huang, H. Zheng, Y. Li, F. Zheng, X. Zhen, and Y. Zheng
Jan, 2025
COLING 2025, main

Monte Carlo Tree Search Based Prompt Autogeneration for Jailbreak Attacks against LLMs

S. Wu, H. Wang, Y. Zhao, X. Wu, Y. Zheng, W. Li, H. Li, and R. Ji
Dec, 2024
IEEE Transactions on Pattern Analysis and Machine Intelligence

Aligning, Autoencoding and Prompting Large Language Models for Novel Disease Reporting

Fenglin Liu, Xian Wu, Jinfa Huang, Bang Yang, Kim Branson, Patrick Schwab, Lei Clifton, Ping Zhang, Jiebo Luo, Yefeng Zheng, and David A. Clifton
Dec, 2024
npj Digital Medicine 2024

A Multimodal Multidomain Multilingual Medical Foundation Model for Zero Shot Clinical Diagnosis

F. Liu, Z. Li, Q. Yin, J. Huang, X. Wu, A. Thakur, K. Branson, P. Schwab, B. Yin, Y. Zheng, J. Luo, and D. Clifton
Dec, 2024
IEEE Transactions on Medical Imaging 2024

Unlocking the Potential of Weakly Labeled Data: A Co-Evolutionary Learning Framework for Abnormality Detection and Report Generation

J. Sun, D. Wei, Z. Xu, D. Lu, H. Liu, H. Wang, L. Wang, and Y. Zheng
Dec, 2024
NeurIPS 2024, poster

MedJourney: Benchmark and Evaluation of Large Language Models over Patient Clinical Journey

Xian Wu, Yutian Zhao, Yunyan Zhang, Jiageng Wu, Zhihong Zhu, Yingying Zhang, Yi Ouyang, Ziheng Zhang, Huimin Wang, Zhenxi Lin, Jie Yang, Shuang Zhao, Yefeng Zheng
Dec, 2024
NeurIPS 2024, poster

Learning Frequency-Adapted Vision Foundation Model for Domain Generalized Semantic Segmentation

Qi Bi, Jingjun Yi, Hao Zheng, Haolan Zhan, Yawen Huang, Wei Ji, Yuexiang Li, Yefeng Zheng
Dec, 2024
NeurIPS 2024, Poster

Samba: Severity-aware Recurrent Modeling for Cross-domain Medical Image Grading

Qi Bi, Jingjun Yi, Hao Zheng, Wei Ji, Haolan Zhan, Yawen Huang, Yuexiang Li, Yefeng Zheng
Dec, 2024
NeurIPS 2024, Spotlight

LLM-ESR: Large Language Models Enhancement for Long-tailed Sequential Recommendation

Qidong Liu, Xian Wu, Yejing Wang, Zijian Zhang, Feng Tian, Yefeng Zheng, Xiangyu Zhao
Nov, 2024
EMNLP 2024, Findings

Can LLMs Replace Clinical Doctors? Exploring Bias in Disease Diagnosis by Large Language Models

Yutian Zhao, Huimin Wang, Yuqi Liu, Wu Suhuang, Xian Wu, Yefeng Zheng
Nov, 2024
EMNLP 2024, Findings

Mitigating Hallucinations of Large Language Models in Medical Information Extraction via Contrastive Decoding

Derong Xu, Ziheng Zhang, Zhihong Zhu, Zhenxi Lin, Qidong Liu, Xian Wu, Tong Xu, Xiangyu Zhao, Yefeng Zheng, Enhong Chen
Nov, 2024
EMNLP 2024, main

DGLF: A Dual Graph-based Learning Framework for Multi-modal Sarcasm Detection

Zhihong Zhu, Kefan Shen, Zhaorun Chen, Yunyan Zhang, Yuyan Chen, Xiaoqi Jiao, Zhongwei Wan, Shaorong Xie, Wei Liu, Xian Wu, Yefeng Zheng
Oct, 2024
CIKM 2024

Editing factual knowledge and explanatory ability of medical large language models

Derong Xu, Ziheng Zhang, Zhihong Zhu, Zhenxi Lin, Qidong Liu, Xian Wu, Tong Xu, Wanyu Wang, Yuyang Ye, Xiangyu Zhao, Enhong Chen, Yefeng Zheng
Oct, 2024
ACM Multimedia 2024, poster

Learning Spectral-Decomposed Tokens for Domain Generalized Semantic Segmentation

Jingjun Yi, Qi Bi, Hao Zheng, Haolan Zhan, Wei Ji, Yawen Huang, Yuexiang Li, Yefeng Zheng
Oct, 2024
ACM Multimedia 2024, poster

Aspects are Anchors: Towards Multimodal Aspect-based Sentiment Analysis via Aspect-driven Alignment and Refinement

Zhanpeng Chen, Zhihong Zhu, Wanshi Xu, Yunyan Zhang, Xian Wu, Yefeng Zheng
Oct, 2024
ACM Multimedia 2024, oral

InMu-Net: Advancing Multi-modal Intent Detection via Information Bottleneck and Multi-sensory Processing

Zhihong Zhu, Xuxin Cheng, Zhaorun Chen, Yuyan Chen, Yunyan Zhang, Xian Wu, Yefeng Zheng, Bowen Xing