The concept is simple. For a model with $N$ layers, I define a configuration $(i, j)$. The model processes layers $0$ to $j{-}1$ as normal, then loops back and reuses layers $i$ through $j{-}1$ again, and then the rest to $N{-}1$. The layers between $i$ and $j{-}1$ get duplicated in the execution path. No weights are changed. The model just traverses some of its own layers twice.
Orlando Davis died in September 2021, aged 14 days, after staff at Worthing Hospital in Sussex failed to spot his mother had developed hyponatremia, a lower than normal level of sodium in the bloodstream, during labour. An inquest concluded that neglect had contributed to the infant's death.
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