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Sakana AI's Diffusing Blame paper introduces Error Diffusion, a local learning rule that trains Dale-compliant dual-stream networks without backpropagation or weight transport. The method reaches 96.7% on MNIST and 61.7% on CIFAR-10. Each weight update depends only on presynaptic activity, postsynaptic activation, and a third local signal.
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