Deepfakes, Misinformation, and Disinformation in the Era of Frontier AI, Generative AI, and Large AI Models
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Abstract (arXiv)
With the advent of sophisticated artificial intelligence (AI) technologies, the proliferation of deepfakes and the spread of m/disinformation have emerged as formidable threats to the integrity of information ecosystems worldwide. This paper provides an overview of the current literature. Within the frontier AI's crucial application in developing defense mechanisms for detecting deepfakes, we highlight the mechanisms through which generative AI based on large models (LM-based GenAI) craft seemingly convincing yet fabricated contents. We explore the multifaceted implications of LM-based GenAI on society, politics, and individual privacy violations, underscoring the urgent need for robust defense strategies. To address these challenges, in this study, we introduce an integrated framework that combines advanced detection algorithms, cross-platform collaboration, and policy-driven initiatives to mitigate the risks associated with AI-Generated Content (AIGC). By leveraging multi-modal analysis, digital watermarking, and machine learning-based authentication techniques, we propose a defense mechanism adaptable to AI capabilities of ever-evolving nature. Furthermore, the paper advocates for a global consensus on the ethical usage of GenAI and implementing cyber-wellness educational programs to enhance public awareness and resilience against m/disinformation. Our findings suggest that a proactive and collaborative approach involving technological innovation and regulatory oversight is essential for safeguarding netizens while interacting with cyberspace against the insidious effects of deepfakes and GenAI-enabled m/disinformation campaigns.
Key facts. Cited by 21 papers in the map (data through 14 Oct 2026). First posted on arXiv 29 Nov 2023.
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Citing papers per year: 2024: 8; 2025: 8; 2026: 5.
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- 2024Large Language Models for Education: A Survey and Outlookcited by 188
- 2025Is Artificial Intelligence Generated Image Detection a Solved Problem?cited by 51
- 2024Deconstructing The Ethics of Large Language Models from Long-standing Issues to New-emerging Dilemmas: A Surveycited by 23
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- 2024The World of Generative AI: Deepfakes and Large Language Modelscited by 3
- 2025Uncovering Critical Features for Deepfake Detection through the Lottery Ticket Hypothesiscited by 3
- 2024Responsible AI Question Bank: A Comprehensive Tool for AI Risk Assessmentcited by 2
- 2025Can Generative Models Actually Forge Realistic Identity Documents?cited by 2
9 more
- 2024Preset-Voice Matching for Privacy Regulated Speech-to-Speech Translation Systemscited by 1
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- 2026On the Effectiveness of LLM-Specific Fine-Tuning for Detecting AI-Generated Textcited by 1
- 2026Toward Accountable AI-Generated Content on Social Platforms: Steganographic Attribution and Multimodal Harm Detectioncited by 1
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- 2026Only Train Once: Uncertainty-Aware One-Class Learning for Face Authenticity Detectioncited by 0
- 2026MG-RWKV: Multi-Grained Context-Aware RWKV for Temporal Forgery Localizationcited by 0
- 2026COMPASS: Contextual Moment Prior Alignment for Generalizable AIGI Detectioncited by 0
- 2026COMPASS: Contextual Moment Prior Alignment for Generalizable AIGI Detection13 Oct 2026
- 2026MG-RWKV: Multi-Grained Context-Aware RWKV for Temporal Forgery Localization1 Jul 2026
- 2026Only Train Once: Uncertainty-Aware One-Class Learning for Face Authenticity Detection11 May 2026
- 2026Toward Accountable AI-Generated Content on Social Platforms: Steganographic Attribution and Multimodal Harm Detection12 Apr 2026
- 2026On the Effectiveness of LLM-Specific Fine-Tuning for Detecting AI-Generated Text27 Jan 2026
- 2025Can Generative Models Actually Forge Realistic Identity Documents?25 Dec 2025
- 2025From Evidence to Verdict: An Agent-Based Forensic Framework for AI-Generated Image Detection31 Oct 2025
- 2025Uncovering Critical Features for Deepfake Detection through the Lottery Ticket Hypothesis21 Jul 2025
- 2025Challenges in GenAI and Authentication: a scoping review15 Jul 2025
- 2025The Ethical Implications of AI in Creative Industries: A Focus on AI-Generated Art8 Jul 2025
- 2025Is Artificial Intelligence Generated Image Detection a Solved Problem?18 May 2025
- 2025Neglected Risks: The Disturbing Reality of Children's Images in Datasets and the Urgent Call for Accountability20 Apr 2025
9 more
- 2025XAttnMark: Learning Robust Audio Watermarking with Cross-Attention6 Feb 2025
- 2024Optimizing Adaptive Attacks against Watermarks for Language Models3 Oct 2024
- 2024Contextualized AI for Cyber Defense: An Automated Survey using LLMs20 Sep 2024
- 2024Responsible AI Question Bank: A Comprehensive Tool for AI Risk Assessment2 Aug 2024
- 2024Preset-Voice Matching for Privacy Regulated Speech-to-Speech Translation Systems18 Jul 2024
- 2024Deconstructing The Ethics of Large Language Models from Long-standing Issues to New-emerging Dilemmas: A Survey8 Jun 2024
- 2024MarkPlugger: Generalizable Watermark Framework for Latent Diffusion Models without Retraining8 Apr 2024
- 2024Large Language Models for Education: A Survey and Outlook26 Mar 2024
- 2024The World of Generative AI: Deepfakes and Large Language Models6 Feb 2024
- 2024Large Language Models for Education: A Survey and Outlookcited by 188
- 2024Deconstructing The Ethics of Large Language Models from Long-standing Issues to New-emerging Dilemmas: A Surveycited by 23
- 2025Neglected Risks: The Disturbing Reality of Children's Images in Datasets and the Urgent Call for Accountabilitycited by 6
- 2025XAttnMark: Learning Robust Audio Watermarking with Cross-Attentioncited by 5
- 2024The World of Generative AI: Deepfakes and Large Language Modelscited by 3
- 2025Uncovering Critical Features for Deepfake Detection through the Lottery Ticket Hypothesiscited by 3
- 2024Responsible AI Question Bank: A Comprehensive Tool for AI Risk Assessmentcited by 2
- 2024Preset-Voice Matching for Privacy Regulated Speech-to-Speech Translation Systemscited by 1
- 2024Contextualized AI for Cyber Defense: An Automated Survey using LLMscited by 1
- 2025The Ethical Implications of AI in Creative Industries: A Focus on AI-Generated Artcited by 1
- 2026On the Effectiveness of LLM-Specific Fine-Tuning for Detecting AI-Generated Textcited by 1
- 2025Challenges in GenAI and Authentication: a scoping reviewcited by 0
12 most cited of 15 All 15 (JSON)
- 2026COMPASS: Contextual Moment Prior Alignment for Generalizable AIGI Detection13 Oct 2026
- 2026MG-RWKV: Multi-Grained Context-Aware RWKV for Temporal Forgery Localization1 Jul 2026
- 2026Only Train Once: Uncertainty-Aware One-Class Learning for Face Authenticity Detection11 May 2026
- 2026On the Effectiveness of LLM-Specific Fine-Tuning for Detecting AI-Generated Text27 Jan 2026
- 2025Uncovering Critical Features for Deepfake Detection through the Lottery Ticket Hypothesis21 Jul 2025
- 2025Challenges in GenAI and Authentication: a scoping review15 Jul 2025
- 2025The Ethical Implications of AI in Creative Industries: A Focus on AI-Generated Art8 Jul 2025
- 2025Neglected Risks: The Disturbing Reality of Children's Images in Datasets and the Urgent Call for Accountability20 Apr 2025
- 2025XAttnMark: Learning Robust Audio Watermarking with Cross-Attention6 Feb 2025
- 2024Contextualized AI for Cyber Defense: An Automated Survey using LLMs20 Sep 2024
- 2024Responsible AI Question Bank: A Comprehensive Tool for AI Risk Assessment2 Aug 2024
- 2024Preset-Voice Matching for Privacy Regulated Speech-to-Speech Translation Systems18 Jul 2024
12 newest of 15 All 15 (JSON)
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