trureturingGitHub MATHEMATICAL ATLAS

Estimation / CONCEPT

Predictive Risk Optimizer Kernel Hierarchy

Complete predictive laws refine expected-risk equivalence, which refines equality of all task optimizer sets.

Closed Authored exposition
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THEOREM

Predictive, risk, and optimizer quotient order

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Predictive Risk Optimizer Kernel HierarchyPredictive Risk OptimizerKernel HierarchyDistinct Risks with a Shared OptimizerDistinct Risks with a SharedOptimizer
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Lean sourceResearch workspace
Status
Closed
Depth
0
Layer
D5/S3
Domain
Estimation
Node ID
D5/S3/Estimation/SequentialDecisionRisk/PredictiveRiskOptimizerHierarchy
Repository path
D5/S3/Estimation/SequentialDecisionRisk/PredictiveRiskOptimizerHierarchy.lean
Truth release
sha256:c0d04258d27972c1cf58485e21d64dbcbe336405346ba95133913c64ba2856aa
Source commit
745bf90812f7175f83e1235688249f9495f23bfc
Source tree
143bc6c9ab9054c406f0cdd7f3b296eb38768b5c

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Dependency edges, status, and source coordinates come from the verified release and certified topology. Blueprint exposition is labeled separately. A fallback title carries no additional mathematical authority.