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.