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Xiao-Long Han

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Open access Oct 2026

Robust Multimodal Deepfake Forensics for Digital Human Identity Protection in Mobile Multimedia Security

Deepfake forgeries pose increasing risks to digital identity protection, media integrity, and forensic reliability in mobile multimedia environments. Although recent detection methods have shown promising results on benchmark datasets, their performance often degrades under cross-domain distribution shifts and real-wor...

Xiao-Long Han · 0 citations
#machine learning Preprint Sep 2026

SEAR: Spoofing Evidence-Grounded Audio Reasoning Benchmark for Audio Language Models

Audio language models (ALMs) are increasingly used for audio deepfake detection (ADD), yet existing benchmarks assess their verdicts or rationale plausibility without verifying the underlying acoustic evidence. To address this issue, we first introduce spoofing evidence-grounded audio reasoning (SEAR), a four-task AQA...

Rong-Zheng-Wang-Lian-Hui-Liu-Cheng-De-Wang-Qin-Yun Wan, Su-Liu Qin, Jia-Xi Li et al. · 0 citations

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