4 papers indexed
Li Wang, Zhongsheng Chen, Ling Zhang, Xiaoyu Gao, Xinyu Xiong, Shuo Liu
Also available via: Ecological Indicators
Jianqin Liu, Weiwei Cao, Wanxing Chang, Ruifeng Yuan, Bowen Shi, Zhilin Zheng, et al.
Medical multimodal large language models (MLLMs) are increasingly expected to perform complex image understanding tasks, yet their reliability is often compromised by frequent errors in visual interpretation. To systematically trace these failures, we traverse the hierarchy from…
Shaoteng Zhang, Weiwei Cao, Wanxing Chang, Yutong Xie, Kai Cao, Zaiyi Liu, et al.
Medical images require comprehensive and accurate interpretation to support the diagnosis of diverse clincial conditions. Recent vision-language generalist models offer broad task coverage and promising zero-shot capabilities, yet often lack fine-grained anatomical and lesion awa…
Tianyu Ding, Aditya Nannapaneni, Bingfan Liu, Ling Zhang
Always-on agents are systems whose future behavior depends on durable state accumulated across earlier interactions. We treat them as persistent-state systems: the operative system includes retrievable memories, but also task ledgers, permissions, credentials, commitments, proven…