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Han Fang

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Preprint Oct 2026

ProxyEraseAgent: Blind Watermark Removal in the Wild

Invisible image watermark removal has received growing attention. Despite substantial progress, existing attacks face a tension between practicality and specificity. Attacks exploiting detector outputs, decoder responses, or paired images can be tailored to the watermark decision boundary, but require information rarel...

Jun Yao, Chao Wang, Yu-Peng Qiu et al. · 0 citations
Preprint Sep 2026

LoRo-Mark:Provably Lossless and Robust Agent Watermarking

As LLM agents are increasingly deployed as commercial services, protecting proprietary orchestration logic and tool-use policies is important. We consider agent repackaging: an adversary integrates a protected agent into its own application via API and presents it under its own identity. It may modify parts of executio...

Hao-Yang Zou, Yao-Zi Wang, Jun Yao et al. · 0 citations
Jul 2026

FARI: Robust One-Step Inversion for Watermarking in Diffusion Models

FARI is proposed, a one-step inversion framework paired with lightweight adversarial LoRA fine-tuning of the denoiser for watermark extraction that surpasses 50-step DDIM inversion on watermark-verification robustness while dramatically reducing inference time.

Jindong Yang, Han Fang, Wei-Ming Zhang et al. · 1 citation

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