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Security and privacy on generative data in aigc: A survey
The advent of artificial intelligence-generated content (AIGC) represents a pivotal moment in
the evolution of information technology. With AIGC, it can be effortless to generate high …
the evolution of information technology. With AIGC, it can be effortless to generate high …
Preserving fairness generalization in deepfake detection
Although effective deepfake detection models have been developed in recent years recent
studies have revealed that these models can result in unfair performance disparities among …
studies have revealed that these models can result in unfair performance disparities among …
[HTML][HTML] GenAI mirage: The impostor bias and the deepfake detection challenge in the era of artificial illusions
This paper examines the impact of cognitive biases on decision-making in forensics and
digital forensics, exploring biases such as confirmation bias, anchoring bias, and hindsight …
digital forensics, exploring biases such as confirmation bias, anchoring bias, and hindsight …
Zero-shot detection of ai-generated images
Detecting AI-generated images has become an extraordinarily difficult challenge as new
generative architectures emerge on a daily basis with more and more capabilities and …
generative architectures emerge on a daily basis with more and more capabilities and …
Fake artificial intelligence generated contents (faigc): A survey of theories, detection methods, and opportunities
In recent years, generative artificial intelligence models, represented by Large Language
Models (LLMs) and Diffusion Models (DMs), have revolutionized content production …
Models (LLMs) and Diffusion Models (DMs), have revolutionized content production …
Building secure and engaging video communication by using monitor illumination
In this paper we develop a neural network that can detect a mismatch between the light
emitted from a monitor and the light reflected from the face of a user sitting in front of a …
emitted from a monitor and the light reflected from the face of a user sitting in front of a …
Exploring the adversarial robustness of clip for ai-generated image detection
In recent years, many forensic detectors have been proposed to detect AI-generated images
and prevent their use for malicious purposes. Convolutional neural networks (CNNs) have …
and prevent their use for malicious purposes. Convolutional neural networks (CNNs) have …
Detecting ai-generated text: Factors influencing detectability with current methods
Large language models (LLMs) have advanced to a point that even humans have difficulty
discerning whether a text was generated by another human, or by a computer. However …
discerning whether a text was generated by another human, or by a computer. However …
Detecting music deepfakes is easy but actually hard
In the face of a new era of generative models, the detection of artificially generated content
has become a matter of utmost importance. The ability to create credible minute-long music …
has become a matter of utmost importance. The ability to create credible minute-long music …
Multisocial: Multilingual benchmark of machine-generated text detection of social-media texts
Recent LLMs are able to generate high-quality multilingual texts, indistinguishable for
humans from authentic human-written ones. Research in machine-generated text detection …
humans from authentic human-written ones. Research in machine-generated text detection …