F. Julian D. Lange

Position: Why We Must Rethink Empirical Research in Machine Learning

We warn against a common but incomplete understanding of empirical research in machine learning that leads to non-replicable results, makes findings unreliable, and threatens to undermine progress in the field. To overcome this alarming situation, we call for more awareness of the plurality of ways…