Author

Andreas K. Maier

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Preprint Aug 2026

Convergent Evolution in Algorithmic Space

In evolutionary biology, unrelated organisms can independently evolve similar structures when exposed to similar functional demands. Here we ask whether an analogous form of convergent evolution occurs during neural network training: do networks with different random initializations develop similar internal weight stru...

Patrick Krauss, Achim Schilling, Andreas K. Maier et al. · 1 citation

Preprint Aug 2026

Convergent Evolution in Neural Representation Space: Emergent Order in Deep Belief Networks

It is shown that layer-wise generative learning can spontaneously uncover and progressively amplify class-related structure in unlabeled data and improve average clustering can coexist with reduced accessibility for a few difficult class pairs.

Patrick Krauss, Achim Schilling, Andreas K. Maier et al. · 0 citations