4 papers
BraiNCA: brain-inspired neural cellular automata and applications to morphogenesis and motor control
Léo Pio-Lopez, Benedikt Hartl, Michael Levin
Most of the Neural Cellular Automata (NCAs) defined in the literature have a common theme: they are based on regular grids with a Moore neighborhood (one-hop neighbour). They do no…
Evolving Symbiosis, from Barricelli's Legacy to Collective Intelligence: a simulated and conceptual approach
James Ashford, Marko Cvjetko, Richard Löffler +6
This report documents the work of our group (named SymBa) at the ALICE 2026 workshop in Copenhagen. Inspired by the pioneering work by Nils Aall Barricelli on symbiogenesis of nume…
Remapping and navigation of an embedding space via error minimization: a fundamental organizational principle of cognition in natural and artificial systems
Benedikt Hartl, Léo Pio-Lopez, Chris Fields +1
The emerging field of diverse intelligence seeks an integrated view of problem-solving in agents of very different provenance, composition, and substrates. From subcellular chemica…
Neural cellular automata: applications to biology and beyond classical AI
Benedikt Hartl, Michael Levin, Léo Pio-Lopez
Neural Cellular Automata (NCA) represent a powerful framework for modeling biological self-organization, extending classical rule-based systems with trainable, differentiable (or e…