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Philip Lilien

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#diffusion models Open access Sep 2026

Future-Sufficient Control Quotients Robust Closure, Operational Reduction, and Physical Realization

A task-relative theory of what may be forgotten, what may be ignored in practice, and what need not be physically maintained Reduced representations can be sufficient in at least three inequivalent senses: they may close under a declared family of future continuations, support near-optimal decisions for a specified obj...

Philip Lilien · 0 citations
#diffusion models Open access Aug 2026

Future-Sufficient Control Quotients Robust Closure, Operational Reduction, and Physical Realization

A task-relative theory of what may be forgotten, what may be ignored in practice, and what need not be physically maintained Reduced representations can be sufficient in at least three inequivalent senses: they may close under a declared family of future continuations, support near-optimal decisions for a specified obj...

Philip Lilien · 0 citations
#diffusion models Open access Aug 2026

Future-Sufficient Control Quotients Robust Closure, Operational Reduction, and Physical Realization

A task-relative theory of what may be forgotten, what may be ignored in practice, and what need not be physically maintained Reduced representations can be sufficient in at least three inequivalent senses: they may close under a declared family of future continuations, support near-optimal decisions for a specified obj...

Philip Lilien · 0 citations
#diffusion models Open access Aug 2026

Future-Sufficient Control Quotients Robust Closure, Operational Reduction, and Physical Realization

A task-relative theory of what may be forgotten, what may be ignored in practice, and what need not be physically maintained Reduced representations can be sufficient in at least three inequivalent senses: they may close under a declared family of future continuations, support near-optimal decisions for a specified obj...

Philip Lilien · 0 citations

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