View source for The Lottery Ticket Hypothesis At Scale

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In quick - yes, there exit sparse initializations which considerably outperform random subnetworks for both language as effectively as RL tasks. Most interestingly, the authors discover that 1 is in a position to prune up to two/3 of all transformer weights though nevertheless getting robust functionality. Late rewinding and iterative pruning are once more important and embedding layers look to be incredibly overparametrized.<br>A dot with error bars shows the typical, minimum, and maximum convergence time for the curve in the same colour. Weight rewinding LTH networks is the SOTA method for pruning at initialisation in terms of accuracy, compression and search price efficiency. Read about all these final results in the blog post, and the arxiv paper. Pruning only a single time at the finish of coaching one-shot can turn out to be victim to this noise. 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