A Measurement Study of AI-Environment Realism Gaps in Malware-Analysis Sandboxes

arXiv:2607.14434 · cs.CR, cs.SE · Submitted 2026-07-16 · Read on arXiv

Zhiyong Sui, Lamine Noureddine, Mst Eshita Khatun, Sideeq Bello, Babangida Bappah, Justin Woodring, Aisha Ali-Gombe

cs.CR, cs.SE

Submitted: 2026-07-16

Code: https://github.com/LordNoteworthy/al-khaser

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

Terminology

Clustering — 10× in this paper · explained in 2 episodes
Fingerprinting — 9× in this paper · explained in 2 episodes
Fidelity — 7× in this paper · explained in 2 episodes
Core — 6× in this paper · explained in 2 episodes
Trace — 5× in this paper · explained in 2 episodes
Transformer — 4× in this paper · explained in 2 episodes
Consistency — 3× in this paper · explained in 3 episodes
Provenance — 3× in this paper · explained in 3 episodes
Redundancy — 3× in this paper · explained in 2 episodes
Actor — 2× in this paper · explained in 3 episodes
Adaptation — 2× in this paper · explained in 1 episode
Distillation — 2× in this paper · explained in 2 episodes
Accuracy — 1× in this paper · explained in 1 episode
IEEE Symposium on Security and Privacy — 1× in this paper

Related papers