Read the equation
Lᵢ is the shared objective evaluated on device i’s proposed state and design under its environment Eᵢ. The vertical bar records conditioning or context in this notation; it is not necessarily a probabilistic conditional density. Device metrics and constraints determine how the common objective specializes.
Terms & definitions
The recovered passage does not supply a separate symbol table. Read the source context for the notation used in this version; familiar letters may carry different meanings in other builds.
How it works
Read L_i as the quantity being defined or updated by this relation.
Substitute the source-defined variables or recorded values and follow the displayed arithmetic and indexing exactly.
Use this version’s variable definitions and update order. The same symbol may be assigned a different meaning in another build.
Assumptions & limits
Source recovery establishes that the expression appears in this record. Its mathematical validity, implementation behavior, and interpretation must be assessed separately. See the linked source and research notes for the checks available for this version.
Original context
Read the surrounding source passage
with per-layer derived equations** Every neuron now computes: L_i = L^\*(S_i',D_i' \mid E_i) Where: • E_i = environment of that neuron • same global equation • locally derived loss This means:
Exact original notation
L_i = L^\*(S_i',D_i' \mid E_i)