Adversarial Attacks Exploit Document AI Vulnerabilities
Published:Dec 4, 2025 08:15
•1 min read
•ArXiv
Analysis
This research highlights a critical security concern for document understanding systems, specifically the vulnerability to adversarial attacks that can generate incorrect answers. The study's focus on OCR-free document visual question answering reveals the need for robust defenses against manipulation.
Key Takeaways
- •Adversarial attacks can deceive document AI systems.
- •OCR-free document processing is susceptible to manipulation.
- •Robust defenses are required to ensure the integrity of document understanding.
Reference
“Adversarial Forgery against OCR-Free Document Visual Question Answering”