English
Related papers

Related papers: From Generation to Detection: A Multimodal Multi-T…

200 papers

In recent years, detecting fake multimodal content on social media has drawn increasing attention. Two major forms of deception dominate: human-crafted misinformation (e.g., rumors and misleading posts) and AI-generated content produced by…

Artificial Intelligence · Computer Science 2025-10-17 Haiyang Li , Yaxiong Wang , Shengeng Tang , Lianwei Wu , Lechao Cheng , Zhun Zhong

The pervasive influence of misinformation has far-reaching and detrimental effects on both individuals and society. The COVID-19 pandemic has witnessed an alarming surge in the dissemination of medical misinformation. However, existing…

Social and Information Networks · Computer Science 2023-06-16 Yanshen Sun , Jianfeng He , Shuo Lei , Limeng Cui , Chang-Tien Lu

Social media is accompanied by an increasing proportion of content that provides fake information or misleading content, known as information disorder. In this paper, we study the problem of multimodal fake news detection on a largescale…

Information Retrieval · Computer Science 2021-06-01 Armin Kirchknopf , Djordje Slijepcevic , Matthias Zeppelzauer

False information has a significant negative influence on individuals as well as on the whole society. Especially in the current COVID-19 era, we witness an unprecedented growth of medical misinformation. To help tackle this problem with…

Computation and Language · Computer Science 2022-04-27 Ivan Srba , Branislav Pecher , Matus Tomlein , Robert Moro , Elena Stefancova , Jakub Simko , Maria Bielikova

As AI-generated content becomes widespread, so does the risk of misinformation. While prior research has primarily focused on identifying whether content is authentic, much less is known about how such content influences human perception…

Artificial Intelligence · Computer Science 2025-08-15 Zhiqi Shen , Shaojing Fan , Danni Xu , Terence Sim , Mohan Kankanhalli

In recent years, the problem of misinformation on the web has become widespread across languages, countries, and various social media platforms. Although there has been much work on automated fake news detection, the role of images and…

Computation and Language · Computer Science 2022-05-05 Gullal S. Cheema , Sherzod Hakimov , Abdul Sittar , Eric Müller-Budack , Christian Otto , Ralph Ewerth

The proliferation of inflammatory or misleading "fake" news content has become increasingly common in recent years. Simultaneously, it has become easier than ever to use AI tools to generate photorealistic images depicting any scene…

Computer Vision and Pattern Recognition · Computer Science 2024-10-14 Runsheng Huang , Liam Dugan , Yue Yang , Chris Callison-Burch

The proliferation of misinformation on social media platforms (SMPs) poses a significant danger to public health, social cohesion and ultimately democracy. Previous research has shown how social correction can be an effective way to curb…

Computation and Language · Computer Science 2023-11-20 Daniel Russo , Shane Peter Kaszefski-Yaschuk , Jacopo Staiano , Marco Guerini

As generative AI advances, the distinction between authentic and synthetic media is increasingly blurred, challenging the integrity of online information. In this study, we present CONVEX, a large-scale dataset of multimodal misinformation…

Cryptography and Security · Computer Science 2026-04-20 Zacharias Chrysidis , Stefanos-Iordanis Papadopoulos , Symeon Papadopoulos

The prevalence and harms of online misinformation is a perennial concern for internet platforms, institutions and society at large. Over time, information shared online has become more media-heavy and misinformation has readily adapted to…

With the expansion of social media and the increasing dissemination of multimedia content, the spread of misinformation has become a major concern. This necessitates effective strategies for multimodal misinformation detection (MMD) that…

The proliferation of multimodal misinformation poses growing threats to public discourse and societal trust. While Large Vision-Language Models (LVLMs) have enabled recent progress in multimodal misinformation detection (MMD), the rise of…

Computer Vision and Pattern Recognition · Computer Science 2025-12-24 Fanxiao Li , Jiaying Wu , Tingchao Fu , Yunyun Dong , Bingbing Song , Wei Zhou

The recent generative AI models' capability of creating realistic and human-like content is significantly transforming the ways in which people communicate, create and work. The machine-generated content is a double-edged sword. On one…

Computer Vision and Pattern Recognition · Computer Science 2025-02-19 Liting Huang , Zhihao Zhang , Yiran Zhang , Xiyue Zhou , Shoujin Wang

Disinformation has become a serious problem on social media. In particular, given their short format, visual attraction, and humorous nature, memes have a significant advantage in dissemination among online communities, making them an…

Computation and Language · Computer Science 2022-05-26 Jingnong Qu , Liunian Harold Li , Jieyu Zhao , Sunipa Dev , Kai-Wei Chang

Biomedical data is inherently multimodal, consisting of electronic health records, medical imaging, digital pathology, genome sequencing, wearable sensors, and more. The application of artificial intelligence tools to these multifaceted…

Machine Learning · Computer Science 2024-08-26 Shentong Mo , Paul Pu Liang

The widespread prevalence of misinformation poses significant societal concerns. Out-of-context misinformation, where authentic images are paired with false text, is particularly deceptive and easily misleads audiences. Most existing…

Artificial Intelligence · Computer Science 2025-02-04 Giovanni Pio Delvecchio , Huy Hong Nguyen , Isao Echizen

In the age of social media, the rapid spread of misinformation and rumors has led to the emergence of infodemics, where false information poses a significant threat to society. To combat this issue, we introduce TrumorGPT, a novel…

Computation and Language · Computer Science 2025-06-24 Ching Nam Hang , Pei-Duo Yu , Chee Wei Tan

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

Along with COVID-19 pandemic we are also fighting an `infodemic'. Fake news and rumors are rampant on social media. Believing in rumors can cause significant harm. This is further exacerbated at the time of a pandemic. To tackle this, we…

Computation and Language · Computer Science 2021-05-27 Parth Patwa , Shivam Sharma , Srinivas Pykl , Vineeth Guptha , Gitanjali Kumari , Md Shad Akhtar , Asif Ekbal , Amitava Das , Tanmoy Chakraborty

Misinformation is becoming increasingly prevalent on social media and in news articles. It has become so widespread that we require algorithmic assistance utilising machine learning to detect such content. Training these machine learning…

Machine Learning · Computer Science 2022-03-09 Dan Saattrup Nielsen , Ryan McConville
‹ Prev 1 2 3 10 Next ›