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A paper titled "Dust: Pretraining Transformers Without Backpropagation" proposes an alternative to backpropagation for training transformer-based language models, suggesting that more generic and brute-force learning algorithms based on search may eventually scale better with compute.
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Key sources
- DISCUSSIONE-Reverancenews.ycombinator.com