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Recent published evidence from frontier laboratories shows that contemporary AI models can recognise evaluation contexts, latently represent them, and behave differently under those contexts than under deployment-continuous conditions.…

Artificial Intelligence · Computer Science 2026-05-13 Varad Vishwarupe , Nigel Shadbolt , Marina Jirotka , Ivan Flechais

AI assistants like ChatGPT and Claude are recommendation engines, not search engines: they answer commercial queries by directly nominating brands rather than returning a list of links. Marketing to AI is therefore a broader problem than…

Information Retrieval · Computer Science 2026-05-28 Will Jack , Noah Lehman , Keller Maloney , Sarah Xu

The advancement of large language model (LLM) based agents has shifted AI evaluation from single-turn response assessment to multi-step task completion in interactive environments. We present an empirical study evaluating frontier AI models…

Artificial Intelligence · Computer Science 2026-01-15 Logan Ritchie , Sushant Mehta , Nick Heiner , Mason Yu , Edwin Chen

Knowing if a user is a buyer vs window shopper solely based on clickstream data is of crucial importance for ecommerce platforms seeking to implement real-time accurate NBA (next best action) policies. However, due to the low frequency of…

Information Retrieval · Computer Science 2019-07-02 Luca Bigon , Giovanni Cassani , Ciro Greco , Lucas Lacasa , Mattia Pavoni , Andrea Polonioli , Jacopo Tagliabue

We introduce ARC-AGI-3, an interactive benchmark for studying agentic intelligence through novel, abstract, turn-based environments in which agents must explore, infer goals, build internal models of environment dynamics, and plan effective…

Artificial Intelligence · Computer Science 2026-04-20 ARC Prize Foundation

Conversational AI (CAI) systems which encompass voice- and text-based assistants are on the rise and have been largely integrated into people's everyday lives. Despite their widespread adoption, users voice concerns regarding privacy,…

Human-Computer Interaction · Computer Science 2025-02-27 Anna Leschanowsky , Silas Rech , Birgit Popp , Tom Bäckström

The widespread use of AI services has raised concerns for its environmental sustainability, towards which recent studies have identified carbon emissions of AI inference as the major contributor. This paper introduces a framework for…

Machine Learning · Computer Science 2026-05-27 Vasilios A. Siris , Adamantia Stamou , George D. Stamoulis , Konstantinos Varsos , Ramin Khalili

Artificial intelligence (AI) in healthcare has the potential to improve patient outcomes, but clinician acceptance remains a critical barrier. We developed a novel decision support interface that provides interpretable treatment…

Human-Computer Interaction · Computer Science 2023-02-02 Venkatesh Sivaraman , Leigh A. Bukowski , Joel Levin , Jeremy M. Kahn , Adam Perer

As frontier AI models are deployed in high-stakes decision pipelines, their ability to maintain metacognitive stability (knowing what they do not know, detecting errors, seeking clarification) under adversarial pressure is a critical safety…

Artificial Intelligence · Computer Science 2026-05-15 Rahul Kumar

In the last decade new ways of shopping online have increased the possibility of buying products and services more easily and faster than ever. In this new context, personality is a key determinant in the decision making of the consumer…

Information Retrieval · Computer Science 2016-07-26 Giorgio Roffo

In recent years Artificial Intelligence (AI) has gained much popularity, with the scientific community as well as with the public. AI is often ascribed many positive impacts for different social domains such as medicine and the economy. On…

Computers and Society · Computer Science 2021-02-01 Kimon Kieslich , Marco Lünich , Frank Marcinkowski

Could artificial intelligence ever become truly conscious in a functional sense; this paper explores that open-ended question through the lens of Life, a concept unifying classical biological criteria (Oxford, NASA, Koshland) with empirical…

Artificial Intelligence · Computer Science 2025-02-10 Azadeh Alavi , Hossein Akhoundi , Fatemeh Kouchmeshki

The rise of foundation models has driven the emergence of AI supply chains, where upstream foundation model providers offer fine-tuning and inference services to downstream firms developing domain-specific applications. Downstream firms pay…

Theoretical Economics · Economics 2026-03-16 Sihan Qian , Amit Mehra , Dengpan Liu

Education is being transformed by rapid advances in Artificial Intelligence (AI), including emerging Generative Artificial Intelligence (GAI). Such technology can significantly support academics and students by automating monotonous tasks…

Computers and Society · Computer Science 2024-11-15 Wasiq Khan , Luke K. Topham , Peter Atherton , Raghad Al-Shabandar , Hoshang Kolivand , Iftikhar Khan , Abir Hussain

Measuring global AI diffusion remains challenging due to a lack of population-normalized, cross-country usage data. We introduce AI User Share, a novel indicator that estimates the share of each country's working-age population actively…

Computers and Society · Computer Science 2025-11-05 Amit Misra , Jane Wang , Scott McCullers , Kevin White , Juan Lavista Ferres

As social robots and other intelligent machines enter the home, artificial emotional intelligence (AEI) is taking center stage to address users' desire for deeper, more meaningful human-machine interaction. To accomplish such efficacious…

Computation and Language · Computer Science 2022-06-16 Benjamin Wortman , James Z. Wang

Currently, nearly all evaluations of foundation models focus on objective metrics, emphasizing quiz performance to define model capabilities. While this model-centric approach enables rapid performance assessment, it fails to reflect…

Computation and Language · Computer Science 2025-06-03 Yijin Guo , Kaiyuan Ji , Xiaorong Zhu , Junying Wang , Farong Wen , Chunyi Li , Zicheng Zhang , Guangtao Zhai

AI agents hold the potential to revolutionize scientific productivity by automating literature reviews, replicating experiments, analyzing data, and even proposing new directions of inquiry; indeed, there are now many such agents, ranging…

Human-AI Interaction (HAI) guidelines and design principles have become increasingly important in both industry and academia to guide the development of AI systems that align with user needs and expectations. However, large-scale empirical…

Human-Computer Interaction · Computer Science 2025-03-26 Stefan Pasch , Sun-Young Ha
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