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By comparing biological and artificial perception through the lens of illusions, we highlight critical differences in how each system constructs visual reality. Understanding these divergences can inform the development of more robust,…

Computer Vision and Pattern Recognition · Computer Science 2025-08-19 Jianyi Yang , Junyi Ye , Ankan Dash , Guiling Wang

The evolution of Artificial Intelligence Generated Contents (AIGCs) is advancing towards higher quality. The growing interactions with AIGCs present a new challenge to the data-driven AI community: While AI-generated contents have played a…

Computer Vision and Pattern Recognition · Computer Science 2024-09-04 Yifei Gao , Jiaqi Wang , Zhiyu Lin , Jitao Sang

In this paper, we study the problem of AI explanation of misinformation, where the goal is to identify explanation designs that help improve users' misinformation detection abilities and their overall user experiences. Our work is motivated…

Human-Computer Interaction · Computer Science 2025-09-05 Yeaeun Gong , Yifan Liu , Lanyu Shang , Na Wei , Dong Wang

Generative AI has ushered in the ability to generate content that closely mimics human contributions, introducing an unprecedented threat: Deployed en masse, these models can be used to manipulate public opinion and distort perceptions,…

Computers and Society · Computer Science 2024-03-25 Anirban Mukherjee

The ability to discern between true and false information is essential to making sound decisions. However, with the recent increase in AI-based disinformation campaigns, it has become critical to understand the influence of deceptive…

Computers and Society · Computer Science 2022-10-18 Valdemar Danry , Pat Pataranutaporn , Ziv Epstein , Matthew Groh , Pattie Maes

Generative AI (GenAI) poses a substantial threat to the integrity of information within the contemporary public sphere, which increasingly relies on social media platforms as intermediaries for news consumption. At present, most research…

Computers and Society · Computer Science 2025-11-11 C. Bowman Kerbage

Isolated perspectives have often paved the way for great scientific discoveries. However, many breakthroughs only emerged when moving away from singular views towards interactions. Discussions on Artificial Intelligence (AI) typically treat…

Human-Computer Interaction · Computer Science 2025-04-29 Nick von Felten

Generative AI (GenAI) is driving the intelligence of wireless communications. Due to data limitations, random generation, and dynamic environments, GenAI may generate channel information or optimization strategies that violate physical laws…

Information Theory · Computer Science 2025-03-11 Xudong Wang , Jiacheng Wang , Lei Feng , Dusit Niyato , Ruichen Zhang , Jiawen Kang , Zehui Xiong , Hongyang Du , Shiwen Mao

Explainability in AI is gaining attention in the computer science community in response to the increasing success of deep learning and the important need of justifying how such systems make predictions in life-critical applications. The…

Artificial Intelligence · Computer Science 2020-03-03 David Tuckey , Alessandra Russo , Krysia Broda

Given the growing prevalence of fake information, including increasingly realistic AI-generated news, there is an urgent need to train people to better evaluate and detect misinformation. While interactions with AI have been shown to…

Human-Computer Interaction · Computer Science 2026-03-17 Anku Rani , Valdemar Danry , Paul Pu Liang , Andrew B. Lippman , Pattie Maes

The rapid adoption of large language models has introduced a new class of AI-generated fake news that coexists with traditional human-written misinformation, raising important questions about how these two forms of deceptive content differ…

Computation and Language · Computer Science 2026-04-14 Samuel Jaeger , Calvin Ibeneye , Aya Vera-Jimenez , Dhrubajyoti Ghosh

While Artificial Intelligence (AI) is not a new field, recent developments, especially with the release of generative tools like ChatGPT, have brought it to the forefront of the minds of industry workers and academic folk alike. There is…

Computers and Society · Computer Science 2025-07-22 Prerana Khatiwada , Grace Donaher , Jasymyn Navarro , Lokesh Bhatta

This paper investigates how collaborative AI systems can enhance user agency in identifying and evaluating misinformation on social media platforms. Traditional methods, such as personal judgment or basic fact-checking, often fall short…

Human-Computer Interaction · Computer Science 2025-07-01 Varun Sangwan , Heidi Makitalo

Modern information environments, especially social media, are highly complex systems that exceed individual processing capacities such as humans' limited attention. This environment/cognition mismatch can increase susceptibility to…

Physics and Society · Physics 2026-02-24 Viktoria Kainz , Justin Sulik , Anna Neudert , Torsten Enßlin

Knowledge syntheses (literature reviews) are essential to health professions education (HPE), consolidating findings to advance theory and practice. However, they are labor-intensive, especially during data extraction. Artificial…

Human-Computer Interaction · Computer Science 2025-08-15 Xi Long , Christy Boscardin , Lauren A. Maggio , Joseph A. Costello , Ralph Gonzales , Rasmyah Hammoudeh , Ki Lai , Yoon Soo Park , Brian C. Gin

Large language models (LLMs) often generate responses that deviate from user input or training data, a phenomenon known as "hallucination." These hallucinations undermine user trust and hinder the adoption of generative AI systems.…

Computation and Language · Computer Science 2025-04-25 Yejin Bang , Ziwei Ji , Alan Schelten , Anthony Hartshorn , Tara Fowler , Cheng Zhang , Nicola Cancedda , Pascale Fung

The tendency of generative artificial intelligence (AI) systems to "hallucinate" false information is well-known; AI-generated citations to non-existent sources have made their way into the reference lists of peer-reviewed publications.…

Digital Libraries · Computer Science 2025-08-01 Alex Glynn

This article presents the affordances that Generative Artificial Intelligence can have in misinformation and disinformation contexts, major threats to our digitalized society. We present a research framework to generate customized…

Social and Information Networks · Computer Science 2024-04-30 Javier Pastor-Galindo , Pantaleone Nespoli , José A. Ruipérez-Valiente

The spread of misinformation on social media platforms threatens democratic processes, contributes to massive economic losses, and endangers public health. Many efforts to address misinformation focus on a knowledge deficit model and…

Computation and Language · Computer Science 2024-10-16 Saadia Gabriel , Liang Lyu , James Siderius , Marzyeh Ghassemi , Jacob Andreas , Asu Ozdaglar

Generative AI can turn scientific articles into narratives for diverse audiences, but evaluating these stories remains challenging. Storytelling demands abstraction, simplification, and pedagogical creativity-qualities that are not often…

Computation and Language · Computer Science 2026-03-20 Alex Argese , Pasquale Lisena , Raphaël Troncy