InkShield: Writing Style Protection Against Unauthorized Handwriting Mimicry

arXiv:2607.26976 · cs.CR, cs.CV · Submitted 2026-07-29 · Read on arXiv

Jian Xiong, Wenbo Jiang, Zihan Wang, Rui Zhang, Wenshu Fan, Hongwei Li, Guowen Xu

cs.CR, cs.CV

Submitted: 2026-07-29

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Transferability — 11× in this paper · explained in 4 episodes
Diffusion Model — 5× in this paper · explained in 8 episodes
Diffusion Models — 5× in this paper · explained in 6 episodes
Personalization — 4× in this paper · explained in 2 episodes
Ablation — 3× in this paper · explained in 1 episode
Embeddings — 3× in this paper · explained in 2 episodes
Regularization — 3× in this paper · explained in 3 episodes
Transformer — 3× in this paper · explained in 2 episodes
Ablation study — 2× in this paper · explained in 1 episode
Archetype — 2× in this paper · explained in 1 episode
Fidelity — 2× in this paper · explained in 2 episodes
Quantization — 2× in this paper · explained in 12 episodes
Accuracy — 1× in this paper · explained in 1 episode
Adversarial Attacks — 1× in this paper · explained in 1 episode
Adversarial Examples — 1× in this paper · explained in 2 episodes
Cosine Similarity — 1× in this paper · explained in 3 episodes
Data Augmentation — 1× in this paper · explained in 7 episodes
Fine-Tuning — 1× in this paper · explained in 5 episodes
Inspired by Fully-trained Surrogate Model Guidance — 1× in this paper
Latent Diffusion Model — 1× in this paper · explained in 2 episodes
Latent Diffusion Models — 1× in this paper · explained in 2 episodes
Latent Space — 1× in this paper · explained in 7 episodes
Meta-learning — 1× in this paper · explained in 2 episodes
Nash Equilibrium — 1× in this paper · explained in 2 episodes

InkShield: Writing Style Protection Against Unauthorized Handwriting Mimicry

Terminology

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