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Current medical AI systems often fail to replicate real-world clinical reasoning, as they are predominantly trained and evaluated on static text and question-answer tasks. These tuning methods and benchmarks overlook critical aspects like…

计算与语言 · 计算机科学 2026-02-24 Zijie Liu , Xinyu Zhao , Jie Peng , Zhuangdi Zhu , Qingyu Chen , Kaidi Xu , Xia Hu , Tianlong Chen

Advances in generative AI point towards a new era of personalized applications that perform diverse tasks on behalf of users. While general AI assistants have yet to fully emerge, their potential to share personal data raises significant…

Knowledge tracing and dropout prediction are crucial for online education to estimate students' knowledge states or to prevent dropout rates. While traditional systems interacting with students suffered from data sparsity and overfitting,…

计算机与社会 · 计算机科学 2022-10-20 Jungbae Park , Jinyoung Kim , Soonwoo Kwon , Sang Wan Lee

Large language models (LLMs) are entering clinician workflows, yet evaluations rarely measure how clinician reasoning shapes model behavior during clinical interactions. We combined 61 New England Journal of Medicine Case Records with 92…

This paper introduces the Impact-Driven AI Framework (IDAIF), a novel architectural methodology that integrates Theory of Change (ToC) principles with modern artificial intelligence system design. As AI systems increasingly influence…

人工智能 · 计算机科学 2025-12-10 Yong-Woon Kim

AI-powered companion chatbots (AICCs) such as Replika are increasingly popular, offering empathetic interactions, yet their psychosocial impacts remain unclear. We examined how engaging with AICCs shaped wellbeing and how users perceived…

人机交互 · 计算机科学 2026-02-03 Yunhao Yuan , Jiaxun Zhang , Talayeh Aledavood , Renwen Zhang , Koustuv Saha

Diverse disciplines are interested in how the coordination of interacting agents' movements, emotions, and physiology over time impacts social behavior. Here, we describe a new multivariate procedure for automating the investigation of this…

人机交互 · 计算机科学 2022-01-14 Adrien Meynard , Gayan Seneviratna , Elliot Doyle , Joyanne Becker , Hau-Tieng Wu , Jana Schaich Borg

Though great progress has been made for human-machine conversation, current dialogue system is still in its infancy: it usually converses passively and utters words more as a matter of response, rather than on its own initiatives. In this…

计算与语言 · 计算机科学 2019-11-11 Wenquan Wu , Zhen Guo , Xiangyang Zhou , Hua Wu , Xiyuan Zhang , Rongzhong Lian , Haifeng Wang

Interactions involving children span a wide range of important domains from learning to clinical diagnostic and therapeutic contexts. Automated analyses of such interactions are motivated by the need to seek accurate insights and offer…

音频与语音处理 · 电气工程与系统科学 2025-06-13 Anfeng Xu , Kevin Huang , Tiantian Feng , Helen Tager-Flusberg , Shrikanth Narayanan

Conversations are an integral part of online social media, and gaining insights into these conversations is of significant value for many commercial as well as academic use cases. From a computational perspective, however, analyzing…

社会与信息网络 · 计算机科学 2023-10-13 John Ziegler , Fabian Kneissl , Michael Gertz

People navigate complex environments using cues, heuristics, and other strategies, which are often adaptive in stable settings. However, as AI increasingly permeates society's information environments, those become more adaptive and…

Existing driving automation (DA) systems on production vehicles rely on human drivers to decide when to engage DA while requiring them to remain continuously attentive and ready to intervene. This design demands substantial situational…

人机交互 · 计算机科学 2026-04-09 Yuhang Wang , Yiyao Xu , Chaoyun Yang , Lingyao Li , Jingran Sun , Hao Zhou

The fifth Affective Behavior Analysis in-the-wild (ABAW) Competition is part of the respective ABAW Workshop which will be held in conjunction with IEEE Computer Vision and Pattern Recognition Conference (CVPR), 2023. The 5th ABAW…

计算机视觉与模式识别 · 计算机科学 2023-03-21 Dimitrios Kollias , Panagiotis Tzirakis , Alice Baird , Alan Cowen , Stefanos Zafeiriou

We introduce DialToM, an annotated Theory of Mind (ToM) benchmark built from naturalistic human-human dialogues using a multiple-choice evaluation framework. Concurrent with recent work showing a gap between explicit mental-state inference…

计算与语言 · 计算机科学 2026-05-29 Neemesh Yadav , Palakorn Achananuparp , Jing Jiang , Ee-Peng Lim

Humans are highly adaptable, swiftly switching between different modes to progressively handle different tasks, situations and contexts. In Human-object interaction (HOI) activities, these modes can be attributed to two mechanisms: (1) the…

计算机视觉与模式识别 · 计算机科学 2023-07-25 Hung Tran , Vuong Le , Svetha Venkatesh , Truyen Tran

The double empathy problem recasts the difficulty of forming empathy bonds in social interactions between autistic and neurotypical individuals as a bidirectional problem, rather than due to a deficit exclusive to the person on the…

物理与社会 · 物理学 2026-02-04 Enrique Calderoli , Maria Cristina Varriale , Flávio Kapczinski

Socially Interactive Agents (SIAs) are physical or virtual embodied agents that display similar behavior as human multimodal behavior. Modeling SIAs' non-verbal behavior, such as speech and facial gestures, has always been a challenging…

人机交互 · 计算机科学 2023-05-22 Jieyeon Woo , Mireille Fares , Catherine Pelachaud , Catherine Achard

Establishing stable mappings between natural language expressions and visual percepts is a foundational problem for both cognitive science and artificial intelligence. Humans routinely ground linguistic reference in noisy, ambiguous…

人工智能 · 计算机科学 2026-02-24 Joseph Bingham

Large language models, LLMs, are increasingly deployed in multiturn settings where earlier responses shape later ones, making reliability dependent on whether a conversation remains consistent over time. When this consistency degrades…

计算与语言 · 计算机科学 2026-04-20 Wael Hafez , Amir Nazeri

Nowadays, open-domain dialogue models can generate acceptable responses according to the historical context based on the large-scale pre-trained language models. However, they generally concatenate the dialogue history directly as the model…

计算与语言 · 计算机科学 2021-06-07 Zekang Li , Jinchao Zhang , Zhengcong Fei , Yang Feng , Jie Zhou
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