Limits RegistryPUBLIC RECORDLimits RegistryResearch Console →Tight parameter-unit capacity order for networks with W parameters and U nonlinear units.
The question, scope, and sources behind this Registry record.
Under the recorded neural network theory model, establish Pdim = Theta(WU).
Current frontiers derived from accepted Claims.
A parameterized or asymptotic result under the current specification.
Assertions tied to evidence, attribution, and review.
The frontier as it changed over time.
Only accepted Claims matching the current specification contribute to the displayed bounds. Strict inequalities remain open; contradictory Claims require editorial review.
No accepted machine-checked reproductions are recorded for this Limit.
Limits Registry. LR-003614. Piecewise-linear network pseudodimension bound. 2026.