Combating Disinformation in a Social Media Age
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Abstract (arXiv)
The creation, dissemination, and consumption of disinformation and fabricated content on social media is a growing concern, especially with the ease of access to such sources, and the lack of awareness of the existence of such false information. In this paper, we present an overview of the techniques explored to date for the combating of disinformation with various forms. We introduce different forms of disinformation, discuss factors related to the spread of disinformation, elaborate on the inherent challenges in detecting disinformation, and show some approaches to mitigating disinformation via education, research, and collaboration. Looking ahead, we present some promising future research directions on disinformation.
Key facts. Cited by 17 papers in the map (data through 7 Oct 2026). First posted on arXiv 14 Jul 2020.
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Citing papers per year: 2021: 2; 2022: 3; 2023: 5; 2024: 3; 2025: 2; 2026: 2.
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- 2023Towards Reliable Misinformation Mitigation: Generalization, Uncertainty, and GPT-4cited by 45
- 2022Domain Adaptive Fake News Detection via Reinforcement Learningcited by 27
- 2021A Survey on Echo Chambers on Social Media: Description, Detection and Mitigationcited by 11
- 2024Blessing or curse? A survey on the Impact of Generative AI on Fake Newscited by 11
- 2023J-Guard: Journalism Guided Adversarially Robust Detection of AI-generated Newscited by 10
- 2026Industrialized Deception: The Collateral Effects of LLM-Generated Misinformation on Digital Ecosystemscited by 7
- 2024Global-Liar: Factuality of LLMs over Time and Geographic Regionscited by 6
- 2023Towards Detecting Harmful Agendas in News Articlescited by 3
- 2023USTHB at NADI 2023 shared task: Exploring Preprocessing and Feature Engineering Strategies for Arabic Dialect Identificationcited by 3
- 2026MALicious INTent Dataset and Inoculating LLMs for Enhanced Disinformation Detectioncited by 3
- 2024LOSS-GAT: Label Propagation and One-Class Semi-Supervised Graph Attention Network for Fake News Detectioncited by 2
- 2023Foundational Moral Values for AI Alignmentcited by 1
5 more
- 2021SOK: Fake News Outbreak 2021: Can We Stop the Viral Spread?cited by 0
- 2022Estimating Topic Exposure for Under-Represented Users on Social Mediacited by 0
- 2022Adversarial and Safely Scaled Question Generationcited by 0
- 2025Understanding Inequality of LLM Fact-Checking over Geographic Regions with Agent and Retrieval modelscited by 0
- 2025SCRum-9: Multilingual Stance Classification over Rumours on Social Mediacited by 0
- 2026MALicious INTent Dataset and Inoculating LLMs for Enhanced Disinformation Detection15 Mar 2026
- 2026Industrialized Deception: The Collateral Effects of LLM-Generated Misinformation on Digital Ecosystems29 Jan 2026
- 2025SCRum-9: Multilingual Stance Classification over Rumours on Social Media25 May 2025
- 2025Understanding Inequality of LLM Fact-Checking over Geographic Regions with Agent and Retrieval models28 Mar 2025
- 2024Blessing or curse? A survey on the Impact of Generative AI on Fake News3 Apr 2024
- 2024LOSS-GAT: Label Propagation and One-Class Semi-Supervised Graph Attention Network for Fake News Detection13 Feb 2024
- 2024Global-Liar: Factuality of LLMs over Time and Geographic Regions31 Jan 2024
- 2023USTHB at NADI 2023 shared task: Exploring Preprocessing and Feature Engineering Strategies for Arabic Dialect Identification16 Dec 2023
- 2023Foundational Moral Values for AI Alignment28 Nov 2023
- 2023J-Guard: Journalism Guided Adversarially Robust Detection of AI-generated News6 Sep 2023
- 2023Towards Reliable Misinformation Mitigation: Generalization, Uncertainty, and GPT-424 May 2023
- 2023Towards Detecting Harmful Agendas in News Articles31 Jan 2023
5 more
- 2022Adversarial and Safely Scaled Question Generation17 Oct 2022
- 2022Estimating Topic Exposure for Under-Represented Users on Social Media7 Aug 2022
- 2022Domain Adaptive Fake News Detection via Reinforcement Learning16 Feb 2022
- 2021A Survey on Echo Chambers on Social Media: Description, Detection and Mitigation9 Dec 2021
- 2021SOK: Fake News Outbreak 2021: Can We Stop the Viral Spread?22 May 2021
- 2023Towards Reliable Misinformation Mitigation: Generalization, Uncertainty, and GPT-4cited by 45
- 2022Domain Adaptive Fake News Detection via Reinforcement Learningcited by 27
- 2021A Survey on Echo Chambers on Social Media: Description, Detection and Mitigationcited by 11
- 2024Blessing or curse? A survey on the Impact of Generative AI on Fake Newscited by 11
- 2023J-Guard: Journalism Guided Adversarially Robust Detection of AI-generated Newscited by 10
- 2026Industrialized Deception: The Collateral Effects of LLM-Generated Misinformation on Digital Ecosystemscited by 7
- 2024Global-Liar: Factuality of LLMs over Time and Geographic Regionscited by 6
- 2023Towards Detecting Harmful Agendas in News Articlescited by 3
- 2023USTHB at NADI 2023 shared task: Exploring Preprocessing and Feature Engineering Strategies for Arabic Dialect Identificationcited by 3
- 2026MALicious INTent Dataset and Inoculating LLMs for Enhanced Disinformation Detectioncited by 3
- 2024LOSS-GAT: Label Propagation and One-Class Semi-Supervised Graph Attention Network for Fake News Detectioncited by 2
- 2023Foundational Moral Values for AI Alignmentcited by 1
12 most cited of 16 All 16 (JSON)
- 2026MALicious INTent Dataset and Inoculating LLMs for Enhanced Disinformation Detection15 Mar 2026
- 2026Industrialized Deception: The Collateral Effects of LLM-Generated Misinformation on Digital Ecosystems29 Jan 2026
- 2025SCRum-9: Multilingual Stance Classification over Rumours on Social Media25 May 2025
- 2024Blessing or curse? A survey on the Impact of Generative AI on Fake News3 Apr 2024
- 2024LOSS-GAT: Label Propagation and One-Class Semi-Supervised Graph Attention Network for Fake News Detection13 Feb 2024
- 2024Global-Liar: Factuality of LLMs over Time and Geographic Regions31 Jan 2024
- 2023USTHB at NADI 2023 shared task: Exploring Preprocessing and Feature Engineering Strategies for Arabic Dialect Identification16 Dec 2023
- 2023Foundational Moral Values for AI Alignment28 Nov 2023
- 2023J-Guard: Journalism Guided Adversarially Robust Detection of AI-generated News6 Sep 2023
- 2023Towards Reliable Misinformation Mitigation: Generalization, Uncertainty, and GPT-424 May 2023
- 2023Towards Detecting Harmful Agendas in News Articles31 Jan 2023
- 2022Adversarial and Safely Scaled Question Generation17 Oct 2022
12 newest of 16 All 16 (JSON)