Algorithm Selection with Zero Domain Knowledge via Text Embeddings
ZeroFolio selects algorithms for solving problems using only raw text instance files, eliminating the need for domain knowledge or task-specific training. The method embeds these text instances using pretrained models and then uses weighted k-nearest neighbors to choose the best algorithm based on runtime performance predictions.