Dots are the time when the corresponding colored curve converges error bars are the earliest and most current convergence instances. We show that winning tickets at moderate levels of pruning converge in fewer iterations and attain higher accuracy than the original network. This highlights a enormous potential for tickets as basic inductive bias.
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So, random tickets share the very same structure as winning tickets yet winning tickets yield larger scores. This signifies that the initialization values are important for the winning tickets’ accomplishment. When we have additional parameters, we get far more rolls for initialization values. The authors of the LTH paper conjecture that already the optimizer focuses on education the parameters of a well-initialized sub-network. Why do e need to have to get started with a major model in the initial spot?
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