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Lara Stuart-Mueller

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#reinforcement learning Open access Sep 2026

Verification Is Not Validity: From Self-Verifiable Rewards to Governed Execution

A control-plane analysis distinguishing three concepts routinely collapsed in contemporary AI discourse: event verifiability, proxy validity, and governance sufficiency. Taking Reinforcement Learning with Self-Verifiable Rewards and its SpyRL instantiation as its case, it accepts the engineering contribution — an envir...

Lara Stuart-Mueller · 0 citations
#reinforcement learning Open access Sep 2026

Verification Is Not Validity: From Self-Verifiable Rewards to Governed Execution

A control-plane analysis distinguishing three concepts routinely collapsed in contemporary AI discourse: event verifiability, proxy validity, and governance sufficiency. Taking Reinforcement Learning with Self-Verifiable Rewards and its SpyRL instantiation as its case, it accepts the engineering contribution — an envir...

Lara Stuart-Mueller · 0 citations

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