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Preprint Oct 2026

Physics-Aware Deepfake Detection via Distance-Speech Consistency

Recent progress in generative models has made talking-head deepfakes highly realistic and easy to create, jeopardizing public trust. However, most audio-visual deepfake detectors rely on lip-speech synchronization and are designed for static, frontal videos, limiting their reliability in dynamic, in-the-wild recordings...

K. Kim, Sung-Bin Kim, Hyun-Bin Oh et al. · 0 citations
#machine learning Preprint Oct 2026

FloorSAV: Elucidating Spatial Audio-Visual Context with 2D Floormap for AV-LLMs

While 3D spatial reasoning in dynamic egocentric environments is crucial for embodied intelligence, audio-visual large language models (AV-LLMs) lack explicit mechanisms to process and internalize global geometry directly from raw sensory streams. Existing approaches either require costly fine-tuning or underutilize th...

K. Kim, Sungnyun Kim, Tae-Hyun Oh · 0 citations

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