Beyond User-Side Defenses: Image Protection in Open-Weight Diffusion Models

arXiv:2610.16835 · cs.CR, cs.CV · Submitted 2026-10-12 · Read on arXiv

cs.CR, cs.CV

Submitted: 2026-10-12

Updated: 2026-10-12

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

Terminology

• Diffusion Model — 1× in this paper · explained in 10 episodes
• Diffusion Models — 1× in this paper · explained in 9 episodes

Sources

• GuardDoor: Safeguarding Against Malicious Diffusion Editing via Protective Backdoors
• Mist: Towards Improved Adversarial Examples for Diffusion Models
• GIFT: Gradient-aware Immunization of diffusion models against malicious Fine-Tuning with safe concepts retention

Related papers

• SoK: AI-Augmented Binary Reversing
• Relaxed Sender Anonymity for CBDC Interbank Settlement: A Zero-Knowledge Approach on Permissioned EVM
• Calibration-Family Overfit: Why Trusted Sabotage Monitors Don't Transfer Across Lineages
• Efficient Fuzzy PSI under One-Sided Assumptions
• Sealing the Audit-Runtime Gap for LLM Skills
• Token Composition: A Graph Based on EVM Logs