Author

Alireza Dehghanpour Farashah

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Review Aug 2026

IP Protection in the Era of Visual Generative AI: A Survey

This survey presents a two-dimensional taxonomy for IP protection in visual generative models, which systematically review protection methods, align evaluation protocols with protection objectives, and discusses open challenges including proactive model-level safeguards, standardized evaluation, robustness against adap...

Zhuan Shi, Shun-Chang Liu, Alireza Dehghanpour Farashah et al. · 0 citations

Preprint Aug 2026

TEA: Text Encoder Alignment for Robust Concept Erasure in Text-to-Image Models

A lightweight Text Encoder Alignment framework that fine-tunes only the text encoder while keeping the generative backbone fully frozen, and achieves state-of-the-art erasure robustness against black-box and white-box adversarial attacks on Stable Diffusion v1.4, while preserving generation quality on benign prompts.

Alireza Dehghanpour Farashah, Zhuan Shi, Negar Rostamzadeh et al. · 0 citations