4 papers
MD-ProTector: Positioning Multiple Data-Driven Prototypes for LLM-Generated Text Detection
Jinmo Han, Jimin Hong, Chanyeong Moon +3
As LLM-generated content becomes more sophisticated, detection systems for distinguishing those texts from human-written text must operate at scale while handling diverse writing s…
SpectCount: Spectrotemporal Counting via Synthetic Signals Improves Large Audio Language Models
Seonuk Kim, Yonghyeon Jun, Ju Yeon Kang +3
Large audio language models (LALMs) extend large language models with an audio encoder and large-scale audio data. However, the scarcity of high-quality annotated audio data remain…
Semantic-Aware Reconstruction Error for Detecting AI-Generated Images
Ju Yeon Kang, Jaehong Park, Semin Kim +2
Recently, AI-generated image detection has gained increasing attention, as the rapid advancement of image generation technologies has raised serious concerns about their potential…
FADEL: Uncertainty-aware Fake Audio Detection with Evidential Deep Learning
Ju Yeon Kang, Ji Won Yoon, Semin Kim +2
Recently, fake audio detection has gained significant attention, as advancements in speech synthesis and voice conversion have increased the vulnerability of automatic speaker veri…