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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Jungwoo Kim

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Preprint Oct 2026

Event-guided Neural Video Compression

Neural video codecs derive motion and temporal contexts mainly from RGB frames, leaving room for cross-modal guidance from complementary temporal observations. Event streams can provide such observations by recording brightness changes between frames. In this work, we propose an Event-guided Neural Video Codec (ENVC) t...

Ji-Yun Kong, Jungwoo Kim, Enes Eray Demirtas et al. · 0 citations
Preprint Sep 2026

Neural Audio Codec for Robust Audio Deepfake Detection

Audio deepfake detectors are typically evaluated on uncompressed audio, although real-world audio often undergoes low-bitrate coding. In this work, we investigate how audio coding affects deepfake detection across codecs, bitrates, and detectors, finding higher errors at lower rates. A mixed-pair protocol isolates code...

Jungwoo Kim, Joonyong Park, Junyoung Koh et al. · 0 citations

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