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We propose an approach to test embodied AI agents for interaction awareness and believability, particularly in scenarios where humans push them to their limits. Turing introduced the Imitation Game as a way to explore the question: "Can…

Human-Computer Interaction · Computer Science 2025-07-16 Chuxuan Zhang , Yasaman Etesam , Angelica Lim

With the arising concerns for the AI systems provided with direct access to abundant sensitive information, researchers seek to develop more reliable AI with implicit information sources. To this end, in this paper, we introduce a new task…

Computer Vision and Pattern Recognition · Computer Science 2020-08-25 Ye Zhu , Yu Wu , Yi Yang , Yan Yan

In this paper, we initiate an attempt of developing an end-to-end chat-centric video understanding system, coined as VideoChat. It integrates video foundation models and large language models via a learnable neural interface, excelling in…

Computer Vision and Pattern Recognition · Computer Science 2024-01-05 KunChang Li , Yinan He , Yi Wang , Yizhuo Li , Wenhai Wang , Ping Luo , Yali Wang , Limin Wang , Yu Qiao

Explaining black-box Artificial Intelligence (AI) models is a cornerstone for trustworthy AI and a prerequisite for its use in safety critical applications such that AI models can reliably assist humans in critical decisions. However,…

Computer Vision and Pattern Recognition · Computer Science 2023-03-10 Poulami Sinhamahapatra , Lena Heidemann , Maureen Monnet , Karsten Roscher

The autonomous car technology promises to replace human drivers with safer driving systems. But although autonomous cars can become safer than human drivers this is a long process that is going to be refined over time. Before these vehicles…

Artificial Intelligence · Computer Science 2018-05-09 Thomio Watanabe , Denis Wolf

To achieve optimal human-system integration in the context of user-AI interaction it is important that users develop a valid representation of how AI works. In most of the everyday interaction with technical systems users construct mental…

Human-Computer Interaction · Computer Science 2020-02-10 Tim Schrills , Thomas Franke

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…

Computer Vision and Pattern Recognition · Computer Science 2024-07-23 Shivprasad Sagare , Hemachandran S , Kinshuk Sarabhai , Prashant Ullegaddi , Rajeshkumar SA

With the rise of artificial intelligence (A.I.) and large language models like ChatGPT, a new race for achieving artificial general intelligence (A.G.I) has started. While many speculate how and when A.I. will achieve A.G.I., there is no…

Artificial Intelligence · Computer Science 2025-12-05 Georgios Mappouras

As a foundational component of cognitive intelligence, theory of mind (ToM) can make AI more closely resemble human thought processes, thereby enhancing their interaction and collaboration with human. In particular, it can significantly…

Multimedia · Computer Science 2024-02-13 Yuanyuan Mao , Xin Lin , Qin Ni , Liang He

Recent great advances in video generation models have demonstrated their potential to produce high-quality videos, bringing challenges to effective evaluation. Unlike human evaluation, existing automated evaluation metrics lack highlevel…

Computer Vision and Pattern Recognition · Computer Science 2025-12-23 Zhun Mou , Bin Xia , Zhengchao Huang , Wenming Yang , Jiaya Jia

How can we build AI systems that can learn any set of individual human values both quickly and safely, avoiding causing harm or violating societal standards for acceptable behavior during the learning process? We explore the effects of…

Artificial Intelligence · Computer Science 2024-11-11 Andrea Wynn , Ilia Sucholutsky , Thomas L. Griffiths

AI is promising in assisting UX evaluators with analyzing usability tests, but its judgments are typically presented as non-interactive visualizations. Evaluators may have questions about test recordings, but have no way of asking them.…

Human-Computer Interaction · Computer Science 2023-03-08 Emily Kuang , Ehsan Jahangirzadeh Soure , Mingming Fan , Jian Zhao , Kristen Shinohara

We present "Human or Not?", an online game inspired by the Turing test, that measures the capability of AI chatbots to mimic humans in dialog, and of humans to tell bots from other humans. Over the course of a month, the game was played by…

Artificial Intelligence · Computer Science 2023-06-01 Daniel Jannai , Amos Meron , Barak Lenz , Yoav Levine , Yoav Shoham

How do people build up trust with artificial agents? Here, we study a key component of interpersonal trust: people's ability to evaluate the competence of another agent across repeated interactions. Prior work has largely focused on…

Human-Computer Interaction · Computer Science 2022-05-25 Erik Brockbank , Haoliang Wang , Justin Yang , Suvir Mirchandani , Erdem Bıyık , Dorsa Sadigh , Judith E. Fan

Explanations for AI models in high-stakes domains like medicine often lack verifiability, which can hinder trust. To address this, we propose an interactive agent that produces explanations through an auditable sequence of actions. The…

Artificial Intelligence · Computer Science 2025-11-04 Yuhang Huang , Zekai Lin , Fan Zhong , Lei Liu

This paper aims to question the suitability of the Turing Test, for testing machine intelligence, in the light of advances made in the last 60 years in science, medicine, and philosophy of mind. While the main concept of the test may seem…

Artificial Intelligence · Computer Science 2019-06-27 Aladdin Ayesh

The emergence of contemporary deepfakes has attracted significant attention in machine learning research, as artificial intelligence (AI) generated synthetic media increases the incidence of misinterpretation and is difficult to distinguish…

Computer Vision and Pattern Recognition · Computer Science 2024-11-12 Ammarah Hashmi , Sahibzada Adil Shahzad , Chia-Wen Lin , Yu Tsao , Hsin-Min Wang

Inspired by the success of transformer-based pre-training methods on natural language tasks and further computer vision tasks, researchers have begun to apply transformer to video processing. This survey aims to give a comprehensive…

Computer Vision and Pattern Recognition · Computer Science 2021-09-22 Ludan Ruan , Qin Jin

An important application of interactive machine learning is extending or amplifying the cognitive and physical capabilities of a human. To accomplish this, machines need to learn about their human users' intentions and adapt to their…

Human-Computer Interaction · Computer Science 2016-06-10 Vivek Veeriah , Patrick M. Pilarski , Richard S. Sutton

Understanding human tasks through video observations is an essential capability of intelligent agents. The challenges of such capability lie in the difficulty of generating a detailed understanding of situated actions, their effects on…

Computer Vision and Pattern Recognition · Computer Science 2022-10-11 Baoxiong Jia , Ting Lei , Song-Chun Zhu , Siyuan Huang
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