Skip to content

cernica/structural-desynchronization

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

2 Commits
 
 
 
 

Repository files navigation

Structural Desynchronization in LLM Systems

This repository accompanies the paper:

"Structural Desynchronization in Large Language Model Systems: Probabilistic Boundary Inference as a Security Failure Class" by Ionut Cosmin Cernica

Status

The paper is available on arXiv: [link pending]

All experimental materials — input payloads, runner scripts, raw outputs, and statistical analysis — will be released in August 2026 following conference presentation if accepted.

Contact

[email protected]

About

Structural Desynchronization: a novel failure class in LLM systems where models silently reconstruct object boundaries that diverge from the declared input structure. Not hallucination. Not prompt injection. The model reasons correctly, but over a controllably incorrect object space. Validated across 4,000+ runs on four frontier models at T0.

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

 
 
 

Contributors