04:00
2026-07-09
arxiv.org
ai-safety
When Certificates Fail: A Unified Safety Framework for Embedded Neural Interface Models
Researchers found that formal robustness certificates for embedded neural-interface models can pass even when task accuracy collapses, with EEGNet classification accuracy dropping 25.7% under attack w…