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Human feedback is critical for aligning AI systems to human values. As AI capabilities improve and AI is used to tackle more challenging tasks, verifying quality and safety becomes increasingly challenging. This paper explores how we can…

Artificial Intelligence · Computer Science 2025-10-31 Rishub Jain , Sophie Bridgers , Lili Janzer , Rory Greig , Tian Huey Teh , Vladimir Mikulik

As AI assistance becomes embedded in programming practice, researchers have increasingly examined how these systems help learners generate code and work more efficiently. However, these studies often position AI as a replacement for human…

Human-Computer Interaction · Computer Science 2026-01-21 Taufiq Daryanto , Xiaohan Ding , Kaike Ping , Lance T. Wilhelm , Yan Chen , Chris Brown , Eugenia H. Rho

This paper introduces A2C, a multi-stage collaborative decision framework designed to enable robust decision-making within human-AI teams. Drawing inspiration from concepts such as rejection learning and learning to defer, A2C incorporates…

Human-Computer Interaction · Computer Science 2024-01-29 Shahroz Tariq , Mohan Baruwal Chhetri , Surya Nepal , Cecile Paris

Research on human-AI collaboration often prioritizes objective performance. However, understanding human subjective preferences is essential to improving human-AI complementarity and human experiences. We investigate human preferences for…

Human-Computer Interaction · Computer Science 2025-03-10 Chase McDonald , Cleotilde Gonzalez

Behavioral scientists have classically documented aversion to algorithmic decision aids, from simple linear models to AI. Sentiment, however, is changing and possibly accelerating AI helper usage. AI assistance is, arguably, most valuable…

Artificial Intelligence · Computer Science 2023-07-28 Nikolos Gurney , John H. Miller , David V. Pynadath

We formalize AI-human collaboration through an agent-based simulation that distinguishes optimization-based AI search from satisficing-based human adaptation. Using an NK model, we examine how these distinct decision heuristics interact…

Multiagent Systems · Computer Science 2026-02-17 Prothit Sen , Sai Mihir Jakkaraju

Artificial Intelligence (AI) increasingly shows its potential to outperform predicate logic algorithms and human control alike. In automatically deriving a system model, AI algorithms learn relations in data that are not detectable for…

Artificial Intelligence · Computer Science 2022-10-12 Simon Daniel Duque Anton , Daniel Schneider , Hans Dieter Schotten

Despite their broad applicability, transformer-based models still fall short in System~2 reasoning, lacking the generality and adaptivity needed for human--AI alignment. We examine weaknesses on ARC-AGI tasks, revealing gaps in…

Artificial Intelligence · Computer Science 2025-08-14 Sejin Kim , Sundong Kim

The emergence of large-language models (LLMs) that excel at code generation and commercial products such as GitHub's Copilot has sparked interest in human-AI pair programming (referred to as "pAIr programming") where an AI system…

Human-Computer Interaction · Computer Science 2023-06-12 Qianou Ma , Tongshuang Wu , Kenneth Koedinger

Artificial Intelligence (AI) can augment and sometimes even replace human cognition. Inspired by efforts to value human agency alongside productivity, we discuss the benefits of solving Citizen Science (CS) tasks with Hybrid Intelligence…

Artificial General Intelligence (AGI) is increasingly being discussed not only as a tool, but also as a potential subject with personal and therefore moral status. In our opinion, the currently dominant alignment strategies, which focus on…

Artificial Intelligence · Computer Science 2026-04-17 Till Mossakowski , Helena Esther Grass

Since Alan Turing envisioned Artificial Intelligence (AI) [1], a major driving force behind technical progress has been competition with human cognition. Historical milestones have been frequently associated with computers matching or…

Human-AI co-creativity involves both humans and AI collaborating on a shared creative product as partners. In a creative collaboration, interaction dynamics, such as turn-taking, contribution type, and communication, are the driving forces…

Human-Computer Interaction · Computer Science 2022-04-26 Jeba Rezwana , Mary Lou Maher

When working with generative artificial intelligence (AI), users may see productivity gains, but the AI-generated content may not match their preferences exactly. To study this effect, we introduce a Bayesian framework in which…

Artificial Intelligence · Computer Science 2025-07-08 Francisco Castro , Jian Gao , Sébastien Martin

Conventional automated decision-support systems often prioritize predictive accuracy, overlooking the complexities of real-world settings where stakeholders' preferences may diverge or conflict. This can lead to outcomes that disadvantage…

Machine Learning · Computer Science 2025-11-25 Vittoria Vineis , Giuseppe Perelli , Gabriele Tolomei

Human computation is an approach to solving problems that prove difficult using AI only, and involves the cooperation of many humans. Because human computation requires close engagement with both "human populations as users" and "human…

Artificial Intelligence · Computer Science 2022-10-25 Hisashi Kashima , Satoshi Oyama , Hiromi Arai , Junichiro Mori

The use of Artificial Intelligence (AI) in high-risk, decision-making scenarios presents technical, safety, and normative challenges; problems that may only be ameliorated by human oversight. However, notions of human oversight lack a…

Requirement Engineering (RE) is the foundation of successful software development. In RE, the goal is to ensure that implemented systems satisfy stakeholder needs through rigorous requirements elicitation, validation, and evaluation…

Software Engineering · Computer Science 2025-10-07 Mateen Ahmed Abbasi , Petri Ihantola , Tommi Mikkonen , Niko Mäkitalo

While artificial intelligence (AI) holds promise for addressing societal challenges, issues of exactly which tasks to automate and to what extent to do so remain understudied. We approach this problem of task delegability from a…

Artificial Intelligence · Computer Science 2019-11-05 Brian Lubars , Chenhao Tan

AI for supporting designers needs to be rethought. It should aim to cooperate, not automate, by supporting and leveraging the creativity and problem-solving of designers. The challenge for such AI is how to infer designers' goals and then…

Human-Computer Interaction · Computer Science 2021-07-29 Sebastiaan De Peuter , Antti Oulasvirta , Samuel Kaski
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