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AGD backpropagation chain rule update with BackRes connections. The BackRes block is essentially unrolled n times and the loss is propagated through the unrolled graph to compute the weight updates at each unrolling step n = 1, 2 as shown. Note, the Conv layer weights w of the BackRes block receive two updates with different input and output combinations giving rise to diverse gradients.
