NASimJax: A GPU-Accelerated Policy Learning Framework for Penetration Testing

Name: NASimJax: A GPU-Accelerated Policy Learning Framework for Penetration Testing
Uploaded: 2026-10-06T20:30:30.743273+00:00
Duration: 446 s
Description: NASimJax is a JAX-based framework that accelerates penetration testing policy learning by up to 100x throughput compared to original simulators. It reformulates testing as a Contextual POMDP and uses novel network generation pipelines to create diverse, solvable scenarios. This allows for principled study of zero-shot policy generalization across unseen networks.

NASimJax is a JAX-based framework that accelerates penetration testing policy learning by up to 100x throughput compared to original simulators. It reformulates testing as a Contextual POMDP and uses novel network generation pipelines to create diverse, solvable scenarios. This allows for principled study of zero-shot policy generalization across unseen networks.

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