activity
20132026
most citedTransformers learn in-context by gradient descent

89 citations · 163 across the 15 of their papers we have counts for

collaborators

17 papers

cs.LG2026

Reasoning with Neural Cellular Automata

Mayalen Etcheverry, Pietro Miotti, Aidan Sirbu +7

Modern AI architectures used to solve visual reasoning tasks typically rely heavily on global connectivity and synchronization. As biological systems demonstrate, though, sophistic…

cs.MA2026

Tapes Together Strong: The Co-evolution of Computation and Cooperation

Kunal Jha, Francesco Cicala, Blaise Agüera y Arcas +4

How does cooperation evolve in complex agentic systems? Prior work in evolutionary game theory studies why individuals are incentivized to cooperate by isolating social interaction…

cs.LG2026

Diffusion as a Training Curriculum for Timestep-Free Iterative Reasoning

Mariia Drozdova, Aidan Sirbu, Pietro Miotti +4

Diffusion models and recursive reasoners are both iterative, but they carry information across iterations differently. We add a persistent hidden state to a diffusion denoiser and…

cs.NE2026

Coevolution of self-replication and function in a digital primordial soup

Francesco Cicala, Eyvind Niklasson, Ettore Randazzo +8

While traditional evolutionary algorithms hard-code reproduction, self-replication can emerge spontaneously within digital ``primordial soups''. This paper investigates the coevolu…

cs.AI2025

Differentiable Logic Cellular Automata: From Game of Life to Pattern Generation

Pietro Miotti, Eyvind Niklasson, Ettore Randazzo +1

This paper introduces Differentiable Logic Cellular Automata (DiffLogic CA), a novel combination of Neural Cellular Automata (NCA) and Differentiable Logic Gates Networks (DLGNs).…

cs.NE2024★ 2 cited

Computational Life: How Well-formed, Self-replicating Programs Emerge from Simple Interaction

Blaise Agüera y Arcas, Jyrki Alakuijala, James Evans +5

The fields of Origin of Life and Artificial Life both question what life is and how it emerges from a distinct set of "pre-life" dynamics. One common feature of most substrates whe…