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Recent agentic search frameworks enable deep research via iterative planning and retrieval, reducing hallucinations and enhancing factual grounding. However, they remain text-centric, overlooking the multimodal evidence that characterizes…

Computation and Language · Computer Science 2026-04-21 Fangda Ye , Zhifei Xie , Yuxin Hu , Yihang Yin , Shurui Huang , Shikai Dong , Jianzhu Bao , Shuicheng Yan

Generative AI has advanced rapidly in medical report generation; however, its application to oral and maxillofacial CBCT reporting remains limited, largely because of the scarcity of high-quality paired CBCT-report data and the intrinsic…

Computer Vision and Pattern Recognition · Computer Science 2026-03-12 Qinxin Wu , Fucheng Niu , Hengchuan Zhu , Yifan Sun , Ye Shen , Xu Li , Han Wu , Leqi Liu , Zhiwen Pan , Zuozhu Liu , Fudong Zhu , Bin Feng

Recent advances in large vision-language models (VLMs) have demonstrated generalizable open-vocabulary perception and reasoning, yet their real-robot manipulation capability remains unclear for long-horizon, closed-loop execution in…

We propose a new automated evaluation metric for machine-generated radiology reports using the successful COMET architecture adapted for the radiology domain. We train and publish four medically-oriented model checkpoints, including one…

Computation and Language · Computer Science 2023-11-29 Amos Calamida , Farhad Nooralahzadeh , Morteza Rohanian , Koji Fujimoto , Mizuho Nishio , Michael Krauthammer

Large language models (LLMs) have had a significant impact on diverse research domains, including medicine and healthcare. However, the potential of LLMs as copilots in medical education remains underexplored. Current AI-assisted…

Artificial Intelligence · Computer Science 2024-08-27 Hao Wei , Jianing Qiu , Haibao Yu , Wu Yuan

Evaluating large language models (LLM) in clinical scenarios is crucial to assessing their potential clinical utility. Existing benchmarks rely heavily on static question-answering, which does not accurately depict the complex, sequential…

Human-Computer Interaction · Computer Science 2025-05-27 Samuel Schmidgall , Rojin Ziaei , Carl Harris , Eduardo Reis , Jeffrey Jopling , Michael Moor

The deployment of AI models in clinical practice faces a critical challenge: models achieving expert-level performance on benchmarks can fail catastrophically when confronted with real-world variations in medical imaging. Minor shifts in…

Artificial Intelligence · Computer Science 2025-07-09 Lukas Kuhn , Florian Buettner

As scientific research proliferates, researchers face the daunting task of navigating and reading vast amounts of literature. Existing solutions, such as document QA, fail to provide personalized and up-to-date information efficiently. We…

Computation and Language · Computer Science 2024-09-10 Guanyu Lin , Tao Feng , Pengrui Han , Ge Liu , Jiaxuan You

Radiology Report Generation (RRG) aims to produce accurate and coherent diagnostics from medical images. Although large vision language models (LVLM) improve report fluency and accuracy, they exhibit hallucinations, generating plausible yet…

Computation and Language · Computer Science 2026-02-05 Ruixiao Yang , Yuanhe Tian , Xu Yang , Huiqi Li , Yan Song

Is monolithic scaling the only path to AGI? This paper challenges the dogma that purely scaling a single model is sufficient to achieve Artificial General Intelligence. Instead, we identify Agentic AI as a necessary paradigm for mastering…

Artificial Intelligence · Computer Science 2026-05-14 Junwei Liao , Shuai Li , Muning Wen , Jun Wang , Weinan Zhang

Radiotherapy (RT) planning is complex, subjective, and time-intensive. Advances with artificial intelligence (AI) promise to improve its precision and efficiency, but progress is often limited by the scarcity of large, standardized…

Visual compliance verification is a critical yet underexplored problem in computer vision, especially in domains such as media, entertainment, and advertising where content must adhere to complex and evolving policy rules. Existing methods…

Computer Vision and Pattern Recognition · Computer Science 2026-03-23 Rahul Ghosh , Baishali Chaudhury , Hari Prasanna Das , Meghana Ashok , Ryan Razkenari , Long Chen , Sungmin Hong , Chun-Hao Liu

The paper presents a detailed Agentic Artificial Intelligence (AI) model that would enable people with disabilities and neurodivergence to lead healthier lives and have more regular days. The system will use a multi-layer structure; it will…

Artificial Intelligence · Computer Science 2025-12-01 Salman Jan , Toqeer Ali Syed , Gohar Ali , Ali Akarma , Mohammad Riyaz Belgaum , Ahmad Ali

Robots are increasingly expected to execute open ended natural language requests in human environments, which demands reliable long horizon execution under partial observability. This is especially challenging for humanoids because…

Robotics · Computer Science 2026-03-12 Peng Ren , Haoyang Ge , Chuan Qi , Cong Huang , Hong Li , Jiang Zhao , Pei Chi , Kai Chen

The Copilot for Real-world Experimental Scientist (CRESt) system empowers researchers to control autonomous laboratories through conversational AI, providing a seamless interface for managing complex experimental workflows. We have enhanced…

Artificial Intelligence · Computer Science 2025-03-18 Ruoyan Avery Yin , Zhichu Ren , Zongyou Yin , Zhen Zhang , So Yeon Kim , Chia-Wei Hsu , Ju Li

Radiology reports are detailed text descriptions of the content of medical scans. Each report describes the presence/absence and location of relevant clinical findings, commonly including comparison with prior exams of the same patient to…

Computer Vision and Pattern Recognition · Computer Science 2023-10-10 Francesco Dalla Serra , Chaoyang Wang , Fani Deligianni , Jeffrey Dalton , Alison Q O'Neil

Agentic AI systems integrating large language models (LLMs) with reasoning and tooluse capabilities are transforming various domains - in particular, software development. In contrast, their application in chemical process flowsheet…

Artificial Intelligence · Computer Science 2026-03-16 Pascal Schäfer , Lukas J. Krinke , Martin Wlotzka , Norbert Asprion

Complex vehicle routing problems (VRPs) remain a fundamental challenge, demanding substantial expert effort for intent interpretation and algorithm design. While large language models (LLMs) offer a promising path toward automation, current…

Artificial Intelligence · Computer Science 2026-02-17 Ni Zhang , Zhiguang Cao , Jianan Zhou , Cong Zhang , Yew-Soon Ong

Humanoid robots hold great potential for diverse interactions and daily service tasks within human-centered environments, necessitating controllers that seamlessly integrate precise locomotion with dexterous manipulation. However, most…

Robotics · Computer Science 2026-01-27 Xinru Cui , Linxi Feng , Yixuan Zhou , Haoqi Han , Zhe Liu , Hesheng Wang

Agentic data science (ADS) systems are rapidly improving their capability to autonomously analyze, fit, and interpret data, potentially moving towards a future where agents conduct the vast majority of data-science work. However, current…

Artificial Intelligence · Computer Science 2026-05-06 Chandan Singh , Yan Shuo Tan , Weijia Xu , Zelalem Gero , Weiwei Yang , Michel Galley , Jianfeng Gao
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