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Le Yang

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#artificial intelligence Preprint Oct 2026

LiBRA: Detection-Aware Image Watermark Removal via Bidirectional Latent Optimization

Digital watermarking supports source attribution for AI-generated images, but its reliability depends on resistance to removal attacks. Some attacks attempt to remove watermarks by forcing the decoded watermark to differ from the original. However, this can produce an inverted watermark that remains detectable, causing...

Sai-Bo Ye, Hua-Jie Chen, Xin Guo et al. · 0 citations
#artificial intelligence Preprint Aug 2026

Detecting Backdoors in Object Detection via Pre-NMS Prediction Distribution Shift

DistScan is presented, a backdoor detection framework based on a simple but previously unexploited observation: backdoor injection systematically shifts a model's pre-NMS prediction class distribution away from its training class frequencies, even on clean inputs without any trigger present.

Long-Tian Wang, Zheng-Yu Zhao, Chen-Hao Lin et al. · 0 citations

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