activity
20232026
most citedMedical SAM 2: Segment medical images as video via Segment Anything Model 2

40 citations · 87 across the 20 of their papers we have counts for

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Showing 2026Show all

7 papers · 1 filter

cs.AI2026

MedRSI: Recursive Self-Improvement for Medical Agents via Clinically Aligned Self-Evolution

Junde Wu, Jiayuan Zhu, Minghao Hu +2

Medical agents increasingly combine general reasoning models with specialized clinical tools, yet their capabilities remain largely fixed by what clinicians and engineers design be…

cs.CL2026

AI Can Be Easily Persuaded in Clinical Decision Making

Jiayuan Zhu, Jiazhen Pan, Fenglin Liu +2

As AI becomes increasingly integrated into clinical practice, it is playing a growing role in medical decision making. Medicine, however, is a high stakes and evidence based field,…

cs.CL2026

J-CoT: Chain-of-Thought in J-Space

Junde Wu, Jiayuan Zhu, Fengling Liu +2

Chain-of-thought prompting improves language-model reasoning by carrying intermediate states across successive computation steps. However, relying on natural language as the only r…

cs.CV2026

From Failure to Feedback: Group Revision Unlocks Hard Cases in Object-Level Grounding

Yuyuan Liu, Yiping Ji, Anjie Le +6

Finetuning Large Vision-Language Models with reinforcement learning has emerged as a promising approach to enhance their capability in object-level grounding. However, existing met…

cs.CV2026

3DMedAgent: Unified Perception-to-Understanding for 3D Medical Analysis

Ziyue Wang, Linghan Cai, Chang Han Low +8

3D CT analysis spans a continuum from low-level perception to high-level clinical understanding. Existing 3D-oriented analysis methods adopt either isolated task-specific modeling…

cs.CV2026★ 1 cited

MedOpenClaw and MedFlowBench: Auditing Medical Agents in Full-Study Workflows

Weixiang Shen, Chengzhi Shen, Yanzhu Hu +12

Medical imaging benchmarks often evaluate VLMs on pre-selected 2D images, slices, crops, or patches, making evaluation closer to visual recognition. Real clinical workflows impose…

cs.SE2026

SWE Context Bench: A Benchmark for Context Learning in Coding

Jiayuan Zhu, Junde Wu, Minhao Hu +9

Large language models are increasingly used as coding agents for software engineering tasks. Current benchmarks mainly evaluate whether the agent can correctly solve the request or…