RESEARCHarXiv CS.AI·4/23/2026
Algorithm Selection with Zero Domain Knowledge via Text Embeddings
The paper proposes ZeroFolio, a feature-free algorithm selection method that uses pretrained text embeddings of raw instance files. This approach, requiring zero domain knowledge, outperforms traditional methods with hand-crafted features in most evaluated scenarios across diverse problem domains.
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