Certified Access: Test-Time Compute on Conservative Physics-Structured AI Memory
arXiv:2610.39073v1 Announce Type: new Abstract: Test-time compute mechanisms, such as retries, confidence-based escalation and non-local routing, are conventionally deployed as black-box additions to trained models. They typically add forward passes or halting heads, but give no structural account of what the extra compute buys or what it costs against the model's stability guarantees. We therefore propose a theoretical and empirical framework for test-time compute on a Latent Dynamics Model us…