activity
20242026
most citedHidden flaws behind expert-level accuracy of multimodal GPT-4 vision in medicine

134 citations · 140 across the 7 of their papers we have counts for

collaborators

8 papers

cs.CV2026

Code2Games: Enabling Coding Agents for Gaming World Generation

Wei Wu, Ziyang Xu, Zeyu Zhang +2

Generating a high-quality gaming world from a natural-language game intent requires joint reasoning about scene structure, spatial layout, gameplay objectives, interactive entities…

cs.CV2026

PresentAgent-2: Towards Generalist Multimodal Presentation Agents

Wei Wu, Ziyang Xu, Zeyu Zhang +2

Presentation generation is moving beyond static slide creation toward end-to-end presentation video generation with research grounding, multimodal media, and interactive delivery.…

cs.CV2026

Establishing dermatopathology encyclopedia DermpathNet with Artificial Intelligence-Based Workflow

Ziyang Xu, Mingquan Lin, Yiliang Zhou +6

Accessing high-quality, open-access dermatopathology image datasets for learning and cross-referencing is a common challenge for clinicians and dermatopathology trainees. To establ…

cs.CL2025★ 2 cited

MedReason: Eliciting Factual Medical Reasoning Steps in LLMs via Knowledge Graphs

Juncheng Wu, Wenlong Deng, Xingxuan Li +12

Medical tasks such as diagnosis and treatment planning require precise and complex reasoning, particularly in life-critical domains. Unlike mathematical reasoning, medical reasonin…

cs.CL2025

A foundation model for human-AI collaboration in medical literature mining

Zifeng Wang, Lang Cao, Qiao Jin +20

Systematic literature review is essential for evidence-based medicine, requiring comprehensive analysis of clinical trial publications. However, the application of artificial intel…

cs.CL2024

A MapReduce Approach to Effectively Utilize Long Context Information in Retrieval Augmented Language Models

Gongbo Zhang, Zihan Xu, Qiao Jin +8

While holding great promise for improving and facilitating healthcare, large language models (LLMs) struggle to produce up-to-date responses on evolving topics due to outdated know…

cs.CV2024★ 4 cited

GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Sunan He, Yuxiang Nie, Hongmei Wang +21

Generalist foundation models (GFMs) are renowned for their exceptional capability and flexibility in effectively generalizing across diverse tasks and modalities. In the field of m…

cs.CV2024★ 134 cited

Hidden flaws behind expert-level accuracy of multimodal GPT-4 vision in medicine

Qiao Jin, Fangyuan Chen, Yiliang Zhou +15

Recent studies indicate that Generative Pre-trained Transformer 4 with Vision (GPT-4V) outperforms human physicians in medical challenge tasks. However, these evaluations primarily…