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Recent multimodal large language models (MLLMs) have demonstrated strong capabilities in image quality assessment (IQA) tasks. However, adapting such large-scale models is computationally expensive and still relies on substantial Mean…

计算机视觉与模式识别 · 计算机科学 2026-01-29 Xinyue Li , Zhichao Zhang , Zhiming Xu , Shubo Xu , Xiongkuo Min , Yitong Chen , Guangtao Zhai

Artificial Intelligence (AI), especially cloud platforms and large language models (LLMs), is changing how engineering is taught by making learning more interactive and flexible. However, in electrical engineering and energy systems,…

系统与控制 · 电气工程与系统科学 2026-04-29 Osasumwen Cedric Ogiesoba-Eguakun , Phani Kumar Inkollu , Rupesh Sah , Zia Rashid , Douglas Jussaume , Suman Rath

Large shared displays, such as digital whiteboards, are useful for supporting co-located team collaborations by helping members perform cognitive tasks such as brainstorming, organizing ideas, and making comparisons. While recent…

人机交互 · 计算机科学 2025-02-10 Zheng Zhang , Weirui Peng , Xinyue Chen , Luke Cao , Toby Jia-Jun Li

Meetings often suffer from a lack of intentionality, such as unclear goals and straying off-topic. Identifying goals and maintaining their clarity throughout a meeting is challenging, as discussions and uncertainties evolve. Yet meeting…

人机交互 · 计算机科学 2025-04-09 Xinyue Chen , Lev Tankelevitch , Rishi Vanukuru , Ava Elizabeth Scott , Payod Panda , Sean Rintel

As AI systems become increasingly integrated into human lives, endowing them with robust social intelligence has emerged as a critical frontier. A key aspect of this intelligence is discerning truth from deception, a ubiquitous element of…

计算机视觉与模式识别 · 计算机科学 2025-11-05 Caixin Kang , Yifei Huang , Liangyang Ouyang , Mingfang Zhang , Yoichi Sato

Assessing learner competency in clinical simulation requires expert observation that is time-intensive, difficult to scale, and subject to inter-rater variability. Vision-language models have emerged as a promising tool for understanding…

计算机视觉与模式识别 · 计算机科学 2026-05-21 Hanchen David Wang , Yilin Liu , Madison J. Lee , Surya Chand Rayala , Gautam Biswas , Daniel T. Levin , Meiyi Ma

Transforming recorded videos into concise and accurate textual summaries is a growing challenge in multimodal learning. This paper introduces VISTA, a dataset specifically designed for video-to-text summarization in scientific domains.…

计算与语言 · 计算机科学 2025-05-27 Dongqi Liu , Chenxi Whitehouse , Xi Yu , Louis Mahon , Rohit Saxena , Zheng Zhao , Yifu Qiu , Mirella Lapata , Vera Demberg

A large body of research demonstrates how teachers' questioning strategies can improve student learning outcomes. However, developing new scenarios is challenging because of the lack of training data for a specific scenario and the costs…

Recent advances in multimodal LLMs, have led to several video-text models being proposed for critical video-related tasks. However, most of the previous works support visual input only, essentially muting the audio signal in the video. Few…

计算机视觉与模式识别 · 计算机科学 2024-07-23 Shivprasad Sagare , Hemachandran S , Kinshuk Sarabhai , Prashant Ullegaddi , Rajeshkumar SA

Medicine is inherently multimodal and multitask, with diverse data modalities spanning text, imaging. However, most models in medical field are unimodal single tasks and lack good generalizability and explainability. In this study, we…

计算机视觉与模式识别 · 计算机科学 2024-10-01 Lijian Xu , Hao Sun , Ziyu Ni , Hongsheng Li , Shaoting Zhang

Large language models (LLMs) are rapidly transforming knowledge work by improving the quality and efficiency of tasks such as writing, coding, and data analysis. However, their growing use in education has exposed a learning-performance…

Background: Simulated patient systems are important in medical education and research, providing safe, integrative training environments and supporting clinical decision making. Advances in artificial intelligence (AI), especially large…

Caregivers (i.e., parents and members of a child's caring community) are underappreciated stakeholders in learning analytics. Although caregiver involvement can enhance student academic outcomes, many obstacles hinder involvement, most…

人机交互 · 计算机科学 2024-12-17 Devika Venugopalan , Ziwen Yan , Conrad Borchers , Jionghao Lin , Vincent Aleven

Family learning takes place in everyday routines where children and caregivers read, practice, and develop new skills together. Although AI is increasingly present in learning environments, most systems remain child-centered and overlook…

人机交互 · 计算机科学 2025-10-29 Yao Li , Jingyi Xie , Ya-Fang Lin , He Zhang , Ge Wang , Gaojian Huang , Rui Yu , Si Chen

AI-supported writing tools show strong potential for scaffolding students' learning of argumentative writing. Prior work has demonstrated the benefits of AI-supported cognitive scaffolds, such as idea exploration and argument refinement,…

人机交互 · 计算机科学 2026-03-18 Yinuo Yang , Zheng Zhang , Ningzhi Tang , Xu Wang , Alex Ambrose , Nathaniel Myers , Patrick Clauss , Toby Jia-Jun Li

Mixed Reality (MR) offers immersive and multimodal opportunities for education but remains difficult for teachers to author without technical expertise. We propose MRGEN, a conceptual framework for LLM-powered authoring tools to support…

人机交互 · 计算机科学 2026-04-20 Mohammed Oussama Seddini , Mohamed Ez-Zaouia , Ngoc Luyen Le , Iza Marfisi

Financial trading has been a challenging task, as it requires the integration of vast amounts of data from various modalities. Traditional deep learning and reinforcement learning methods require large training data and often involve…

交易与市场微观结构 · 定量金融 2024-11-15 Sorouralsadat Fatemi , Yuheng Hu

While videoconferencing is prevalent, concurrent participation channels are limited. People experience challenges keeping up with the discussion, and misunderstanding frequently occurs. Through a formative study, we probed into the design…

人机交互 · 计算机科学 2023-09-22 Xinyue Chen , Shuo Li , Shipeng Liu , Robin Fowler , Xu Wang

Clinical psychology students frequently report feeling underprepared for the interpersonal demands of therapeutic work, highlighting the need for accessible opportunities to practise core counselling skills before seeing real clients.…

人机交互 · 计算机科学 2026-01-21 V. El Sawah , A. Bhardwaj , A. Pryke-Hobbes , D. Gamaleldin , C. S. Ang , A. K. Martin