ZeroFolio selects algorithms by embedding raw instance text with pretrained models and applying weighted k-nearest neighbors, outperforming hand-crafted feature methods on most of 11 ASlib scenarios.
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Algorithm Selection with Zero Domain Knowledge via Text Embeddings
ZeroFolio selects algorithms by embedding raw instance text with pretrained models and applying weighted k-nearest neighbors, outperforming hand-crafted feature methods on most of 11 ASlib scenarios.