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Cyclical body weight transfer (CWT) has already been demonstrated as an effective distributed learning way of medical imaging with homogeneous information across establishments. In this research, we optimize CWT to conquer overall performance losses from variability in training test sizes and label distributions across establishments. PRODUCTS AND TECHNIQUES Optimizations included proportional neighborhood education iterations, cyclical understanding price, locally weighted minibatch sampling, and cy