Give the uniform probability measure and let be the indicator function of the edge set. For partitions and , define the energy
Because conditional expectation is an orthogonal projection in L2 space, .
Suppose the pair of partitions is not -regular. For each irregular choose witnesses and with
Refine each by all sets and each by all sets . If the old partitions have cells, the refined ones have at most cells.
The Pythagorean theorem for the two nested conditional-expectation projections gives
Inside an irregular , the witness rectangle occupies at least an proportion and the mean of the displayed difference over it has magnitude greater than . The Cauchy-Schwarz inequality therefore gives an energy gain greater than
from that pair. Since irregular pairs have total weight greater than , the complete refinement raises the energy by more than .
Energy is at most one, so after at most refinements the process stops at an -regular pair of partitions. Iterating the cell-count bounds and from a bounded number of times produces a finite independent of . This proves the Bipartite Szemerédi regularity lemma.

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