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We examined the mechanisms underlying productivity and performance gains from AI agents using a large-scale experiment on Pairit, a platform we developed to study human-AI collaboration. We randomly assigned 2,234 participants to…

Computers and Society · Computer Science 2026-02-06 Harang Ju , Sinan Aral

As the use of artificial intelligence (AI) in high-stakes decision-making increases, the ability to contest such decisions is being recognised in AI ethics guidelines as an important safeguard for individuals. Yet, there is little guidance…

Human-Computer Interaction · Computer Science 2021-02-23 Henrietta Lyons , Eduardo Velloso , Tim Miller

Cybersecurity training has become a crucial part of computer science education and industrial onboarding. Capture the Flag (CTF) competitions have emerged as a valuable, gamified approach for developing and refining the skills of…

Cryptography and Security · Computer Science 2025-06-02 Yuwei Yang , Skyler Grandel , Daniel Balasubramanian , Yu Huang , Kevin Leach

With the emerging technologies of Internet of Things (IOTs), the capabilities of mobile devices have increased tremendously. However, in the big data era, to complete tasks on one device is still challenging. As an emerging technology,…

Networking and Internet Architecture · Computer Science 2018-10-26 Yutong Zhai , Liusheng Huang , Long Chen , Ning Xiao , Yangyang Geng

Individuals with similar qualifications and skills may vary in their demeanor, or outward manner: some tend toward self-promotion while others are modest to the point of omitting crucial information. Comparing the self-descriptions of…

Machine Learning · Computer Science 2026-02-26 Elbert Du , Cynthia Dwork , Lunjia Hu , Reid McIlroy-Young , Han Shao , Linjun Zhang

Large language models are rapidly changing how learners acquire and demonstrate cybersecurity skills. However, when human--AI collaboration is allowed, educators still lack validated competition designs and evaluation practices that remain…

The success of software crowdsourcing depends on active and trustworthy pool of worker supply. The uncertainty of crowd workers' behaviors makes it challenging to predict workers' success and plan accordingly. In a competitive crowdsourcing…

Software Engineering · Computer Science 2021-07-08 Hamid Shamszare , Razieh Saremi , Sanam Jena

We anticipate increased instances of humans and AI systems working together in what we refer to as a hybrid team. The increase in collaboration is expected as AI systems gain proficiency and their adoption becomes more widespread. However,…

Artificial Intelligence · Computer Science 2024-08-06 Andrew Fuchs , Andrea Passarella , Marco Conti

We study the problem of achieving high efficiency in iterative combinatorial auctions (ICAs). ICAs are a kind of combinatorial auction where the auctioneer interacts with bidders to gather their valuation information using a limited number…

Computer Science and Game Theory · Computer Science 2024-09-24 Ryota Maruo , Hisashi Kashima

Peer review is the method employed by the scientific community for evaluating research advancements. In the field of cybersecurity, the practice of double-blind peer review is the de-facto standard. This paper touches on the holy grail of…

Cryptography and Security · Computer Science 2023-09-12 Liang Niu , Nian Xue , Christina Pöpper

AI-driven penetration testing now executes thousands of actions per hour but still lacks the strategic intuition humans apply in competitive security. To build cybersecurity superintelligence --Cybersecurity AI exceeding best human…

Cyber threats continue to evolve in complexity, thereby traditional Cyber Threat Intelligence (CTI) methods struggle to keep pace. AI offers a potential solution, automating and enhancing various tasks, from data ingestion to resilience…

Cryptography and Security · Computer Science 2024-05-24 Lampis Alevizos , Martijn Dekker

Understanding the reasons behind the predictions made by deep neural networks is critical for gaining human trust in many important applications, which is reflected in the increasing demand for explainability in AI (XAI) in recent years.…

Human-Computer Interaction · Computer Science 2021-08-31 Xiaotian Lu , Arseny Tolmachev , Tatsuya Yamamoto , Koh Takeuchi , Seiji Okajima , Tomoyoshi Takebayashi , Koji Maruhashi , Hisashi Kashima

Crowdsourcing has been successfully employed in the past as an effective and cheap way to execute classification tasks and has therefore attracted the attention of the research community. However, we still lack a theoretical understanding…

Human-Computer Interaction · Computer Science 2016-10-20 Edoardo Manino , Long Tran-Thanh , Nicholas R. Jennings

Recent studies have shown that the labels collected from crowdworkers can be discriminatory with respect to sensitive attributes such as gender and race. This raises questions about the suitability of using crowdsourced data for further…

Artificial Intelligence · Computer Science 2019-03-04 Naman Goel , Boi Faltings

Understanding how cognitive biases influence adversarial decision-making is essential for developing effective cyber defenses. Capture-the-Flag (CTF) competitions provide an ecologically valid testbed to study attacker behavior at scale,…

Cryptography and Security · Computer Science 2025-10-08 Carolina Carreira , Anu Aggarwal , Alejandro Cuevas , Maria José Ferreira , Hanan Hibshi , Cleotilde Gonzalez

AI approaches are progressing besting humans at game-related tasks (e.g. chess). The next stage is expected to be Human-AI collaboration; however, the research on this subject has been mixed and is in need of additional data points. We add…

Human-Computer Interaction · Computer Science 2024-03-05 Cheng Ren , Zachary Pardos , Zhi Li

AI tools increasingly guide targeted interventions in healthcare, education, and recruiting. Algorithms score individuals, trigger outreach to those above a threshold (e.g., high-risk or high-value), and encourage them to request service;…

Methodology · Statistics 2026-04-17 Carri W. Chan , Yi Han , Hannah Li , Benjamin L. Ranard

Neither artificial intelligence designed to play Turing's imitation game, nor augmented intelligence built to maximize the human manipulation of information are tuned to accelerate innovation and improve humanity's collective advance…

Artificial Intelligence · Computer Science 2022-07-05 Jamshid Sourati , James Evans

AI systems may be better thought of as peers than as tools. This paper explores applications of augmented collective intelligence (ACI) beneficial to collaborative ideation. Design considerations are offered for an experiment that evaluates…

Computers and Society · Computer Science 2023-04-03 Emily Dardaman , Abhishek Gupta