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…
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…
HILCodec: High-Fidelity and Lightweight Neural Audio Codec
Sunghwan Ahn, Beom Jun Woo, Min Hyun Han +2
The recent advancement of end-to-end neural audio codecs enables compressing audio at very low bitrates while reconstructing the output audio with high fidelity. Nonetheless, such…