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Story

Backprop Alternative: Augmented Lagrangian Predictive Coding

1 report

1 website

1 discussion

Latest report

Overview

Augmented Lagrangian Predictive Coding Training 1000-layer networks without backpropagation We introduce PC-ALM, a local alternative to backpropagation. PC-ALM trains residual MLPs up to 1000 layers, nearly matching backprop's performance despite using only layer-local dynamics. PC-ALM equips each layer with a feedback control dynamical system that distributes and propagates supervision credit thr...

Summary from pub.sakana.ai.

Reports

One report so far. Additional coverage will appear here when it is linked to this story.

  1. pub.sakana.ai

    Backprop Alternative: Augmented Lagrangian Predictive Coding

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Hacker News · pub.sakana.ai

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