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Artificial Intelligence (AI) and its data-centric branch of machine learning (ML) have greatly evolved over the last few decades. However, as AI is used increasingly in real world use cases, the importance of the interpretability of and…

Machine Learning · Computer Science 2022-12-01 N. Ranasinghe , A. Ramanan , S. Fernando , P. N. Hameed , D. Herath , T. Malepathirana , P. Suganthan , M. Niranjan , S. Halgamuge

Recent advances in artificial intelligence (AI) and machine learning have created a general perception that AI could be used to solve complex problems, and in some situations over-hyped as a tool that can be so easily used. Unfortunately,…

Artificial Intelligence · Computer Science 2018-04-27 Jinyang Gao , Wei Wang , Meihui Zhang , Gang Chen , H. V. Jagadish , Guoliang Li , Teck Khim Ng , Beng Chin Ooi , Sheng Wang , Jingren Zhou

This survey examines the rapidly evolving field of Deep Research systems -- AI-powered applications that automate complex research workflows through the integration of large language models, advanced information retrieval, and autonomous…

Artificial Intelligence · Computer Science 2025-06-17 Renjun Xu , Jingwen Peng

Capture-the-Flag (CTF) competitions are increasingly becoming a testbed for evaluating AI capabilities at solving security tasks, due to the controlled environments and objective success criteria. Existing evaluations have focused on how…

Cryptography and Security · Computer Science 2026-02-25 Tingxuan Tang , Nicolas Janis , Kalyn Asher Montague , Kevin Eykholt , Dhilung Kirat , Youngja Park , Jiyong Jang , Adwait Nadkarni , Yue Xiao

Modern machine learning relies on datasets to develop and validate research ideas. Given the growth of publicly available data, finding the right dataset to use is increasingly difficult. Any research question imposes explicit and implicit…

Information Retrieval · Computer Science 2023-06-08 Vijay Viswanathan , Luyu Gao , Tongshuang Wu , Pengfei Liu , Graham Neubig

The astounding success made by artificial intelligence (AI) in healthcare and other fields proves that AI can achieve human-like performance. However, success always comes with challenges. Deep learning algorithms are data-dependent and…

Image and Video Processing · Electrical Eng. & Systems 2021-06-25 Johann Li , Guangming Zhu , Cong Hua , Mingtao Feng , BasheerBennamoun , Ping Li , Xiaoyuan Lu , Juan Song , Peiyi Shen , Xu Xu , Lin Mei , Liang Zhang , Syed Afaq Ali Shah , Mohammed Bennamoun

We call on the Document AI (DocAI) community to reevaluate current methodologies and embrace the challenge of creating more practically-oriented benchmarks. Document Understanding Dataset and Evaluation (DUDE) seeks to remediate the halted…

Interactive Artificial Intelligent(AI) assistant systems are designed to offer timely guidance to help human users to complete a variety tasks. One of the remaining challenges is to understand user's mental states during the task for more…

Computation and Language · Computer Science 2024-04-01 Megan Su , Yuwei Bao

As the use of algorithmic systems in high-stakes decision-making increases, the ability to contest algorithmic decisions is being recognised as an important safeguard for individuals. Yet, there is little guidance on what…

Computers and Society · Computer Science 2021-03-03 Henrietta Lyons , Eduardo Velloso , Tim Miller

From school admissions to hiring and investment decisions, the first step behind many high-stakes decision-making processes is "deciding how to decide." Formulating effective criteria to guide decision-making requires an iterative process…

Human-Computer Interaction · Computer Science 2025-04-18 Chance Castañeda , Jessica Mindel , Will Page , Hayden Stec , Manqing Yu , Kenneth Holstein

With the goal of uncovering the challenges faced by European AI students during their research endeavors, we surveyed 28 AI doctoral candidates from 13 European countries. The outcomes underscore challenges in three key areas: (1) the…

Computers and Society · Computer Science 2024-08-14 Andrea Hrckova , Jennifer Renoux , Rafael Tolosana Calasanz , Daniela Chuda , Martin Tamajka , Jakub Simko

The collaborative design process is intrinsically complicated and dynamic, and researchers have long been exploring how to enhance efficiency in this process. As Artificial Intelligence technology evolves, it has been widely used as a…

Human-Computer Interaction · Computer Science 2025-02-25 Zhuoyi Cheng , Pei Chen , Wenzheng Song , Hongbo Zhang , Zhuoshu Li , Lingyun Sun

The representation of the personal context is complex and essential to improve the help machines can give to humans for making sense of the world, and the help humans can give to machines to improve their efficiency. We aim to design a…

Artificial Intelligence · Computer Science 2021-08-19 Fausto Giunchiglia , Marcelo Rodas Britez , Andrea Bontempelli , Xiaoyue Li

Along with the development of modern computing technology and social sciences, both theoretical research and practical applications of social computing have been continuously extended. In particular with the boom of artificial intelligence…

Artificial Intelligence · Computer Science 2022-02-28 Wenxi Wang , Huansheng Ning , Feifei Shi , Sahraoui Dhelim , Weishan Zhang , Liming Chen

Humans often rely on underlying structural patterns-schemas-to create, whether by writing stories, designing software, or composing music. Schemas help organize ideas and guide exploration, but they are often difficult to discover and…

Human-Computer Interaction · Computer Science 2025-08-08 Sitong Wang

Recent advancements in HCI and AI research attempt to support user experience (UX) practitioners with AI-enabled tools. Despite the potential of emerging models and new interaction mechanisms, mainstream adoption of such tools remains…

Human-Computer Interaction · Computer Science 2024-02-14 Yuwen Lu , Yuewen Yang , Qinyi Zhao , Chengzhi Zhang , Toby Jia-Jun Li

As testified by new regulations like the European AI Act, worries about the human and societal impact of (autonomous) software technologies are becoming of public concern. Human, societal, and environmental values, alongside traditional…

Software Engineering · Computer Science 2024-12-30 Marco Autili , Martina De Sanctis , Paola Inverardi , Patrizio Pelliccione

Human-AI coevolution, defined as a process in which humans and AI algorithms continuously influence each other, increasingly characterises our society, but is understudied in artificial intelligence and complexity science literature.…

AI has revolutionised decision-making across various fields. Yet human judgement remains paramount for high-stakes decision-making. This has fueled explorations of collaborative decision-making between humans and AI systems, aiming to…

Human-Computer Interaction · Computer Science 2026-01-22 Simran Kaur , Sara Salimzadeh , Ujwal Gadiraju

Modern AI image classifiers have made impressive advances in recent years, but their performance often appears strange or violates expectations of users. This suggests humans engage in cognitive anthropomorphism: expecting AI to have the…

Artificial Intelligence · Computer Science 2020-02-11 Shane T. Mueller