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相关论文: From Generation to Detection: A Multimodal Multi-T…

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With the recent advancements in generative modeling, the realism of deepfake content has been increasing at a steady pace, even reaching the point where people often fail to detect manipulated media content online, thus being deceived into…

Misinformation has become a major challenge in the era of increasing digital information, requiring the development of effective detection methods. We have investigated a novel approach to Out-Of-Context detection (OOCD) that uses synthetic…

计算机视觉与模式识别 · 计算机科学 2024-03-15 Fatma Shalabi , Huy H. Nguyen , Hichem Felouat , Ching-Chun Chang , Isao Echizen

Online misinformation is a prevalent societal issue, with adversaries relying on tools ranging from cheap fakes to sophisticated deep fakes. We are motivated by the threat scenario where an image is used out of context to support a certain…

计算机视觉与模式识别 · 计算机科学 2021-09-23 Grace Luo , Trevor Darrell , Anna Rohrbach

The impact of multimodal misinformation arises not only from factual inaccuracies but also from the misleading narratives that creators deliberately embed. Interpreting such creator intent is therefore essential for multimodal…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Jiaying Wu , Fanxiao Li , Zihang Fu , Min-Yen Kan , Bryan Hooi

Clinical check-up reports are multimodal documents that combine page layouts, tables, numerical biomarkers, abnormality flags, imaging findings, and domain-specific terminology. Such heterogeneous evidence is difficult for laypersons to…

计算与语言 · 计算机科学 2026-05-14 Sike Xiang , Shuang Chen , Kevin Qinghong Lin , Jialin Yu , Yijia Sun , Philip Torr , Amir Atapour-Abarghouei

The recent success in language generation capabilities of large language models (LLMs), such as GPT, Bard, Llama etc., can potentially lead to concerns about their possible misuse in inducing mass agitation and communal hatred via…

计算与语言 · 计算机科学 2024-01-10 Shrey Satapara , Parth Mehta , Debasis Ganguly , Sandip Modha

AI-generated content (AIGC) technology has emerged as a prevalent alternative to create multimodal misinformation on social media platforms, posing unprecedented threats to societal safety. However, standard prompting leverages multimodal…

计算与语言 · 计算机科学 2025-12-01 Junjie Wu , Yumeng Fu , Chen Gong , Guohong Fu

Current multimodal misinformation detection (MMD) methods often assume a single source and type of forgery for each sample, which is insufficient for real-world scenarios where multiple forgery sources coexist. The lack of a benchmark for…

计算机视觉与模式识别 · 计算机科学 2025-02-28 Xuannan Liu , Zekun Li , Peipei Li , Huaibo Huang , Shuhan Xia , Xing Cui , Linzhi Huang , Weihong Deng , Zhaofeng He

The increasing proliferation of misinformation and its alarming impact have motivated both industry and academia to develop approaches for fake news detection. However, state-of-the-art approaches are usually trained on datasets of smaller…

计算与语言 · 计算机科学 2023-05-31 Sahar Tahmasebi , Sherzod Hakimov , Ralph Ewerth , Eric Müller-Budack

Widely distributed misinformation shared across social media channels is a pressing issue that poses a significant threat to many aspects of society's well-being. Inaccurate shared information causes confusion, can adversely affect mental…

社会与信息网络 · 计算机科学 2024-09-27 Juanita Zainudin , Nazlena Mohamad Ali , Alan F. Smeaton , Mohamad Taha Ijab

Generative artificial intelligence (AI) is rapidly populating medical records with synthetic content, creating a feedback loop where future models are increasingly at risk of training on uncurated AI-generated data. However, the clinical…

The COVID-19 pandemic has been accompanied by an infodemic of misinformation that impedes effective public health responses. This study examines relationships between socioeconomic factors and infodemic risk patterns across 37 OECD…

物理与社会 · 物理学 2026-01-27 Anna Bertani , Alessandro Cortese , Federico Pilati , Pierluigi Sacco , Riccardo Gallotti

Formulating statements that support diverse or controversial stances on specific topics is vital for platforms that enable user expression, reshape political discourse, and drive social critique and information dissemination. With the rise…

计算与语言 · 计算机科学 2025-04-07 Bingqian Wang , Quan Fang , Jiachen Sun , Xiaoxiao Ma

Research on infodemics, i.e., the rapid spread of (mis)information related to a hazardous event, such as the COVID-19 pandemic, requires the integration of a multiplicity of scientific disciplines. The dynamics emerging from infodemics have…

物理与社会 · 物理学 2020-10-02 Stephan Leitner , Bartosz Gula , Dietmar Jannach , Ulrike Krieg-Holz , Friederike Wall

As AI-generated health information proliferates online and becomes increasingly indistinguishable from human-sourced information, it becomes critical to understand how people trust and label such content, especially when the information is…

人机交互 · 计算机科学 2025-12-16 Xin Sun , Rongjun Ma , Shu Wei , Pablo Cesar , Jos A. Bosch , Abdallah El Ali

In this paper, we delve into the rapidly evolving challenge of misinformation detection, with a specific focus on the nuanced manipulation of narrative frames - an under-explored area within the AI community. The potential for Generative AI…

计算与语言 · 计算机科学 2024-02-27 Guan Wang , Rebecca Frederick , Jinglong Duan , William Wong , Verica Rupar , Weihua Li , Quan Bai

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,…

计算机与社会 · 计算机科学 2024-03-25 Anirban Mukherjee

Multimodal misinformation floods on various social media, and continues to evolve in the era of AI-generated content (AIGC). The emerged misinformation with low creation cost and high deception poses significant threats to society. While…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Junjie Wu , Guohong Fu

The spread of online misinformation threatens public health, democracy, and the broader society. While professional fact-checkers form the first line of defense by fact-checking popular false claims, they do not engage directly in…

社会与信息网络 · 计算机科学 2023-03-14 Bing He , Mustaque Ahamad , Srijan Kumar

While conversational generative AI has shown considerable potential in enhancing decision-making for agricultural professionals, its exploration has predominantly been anchored in text-based interactions. The evolution of multimodal…

计算机视觉与模式识别 · 计算机科学 2025-03-11 Xiang Liu , Zhaoxiang Liu , Huan Hu , Zezhou Chen , Kohou Wang , Kai Wang , Shiguo Lian