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Special Session
The Distributed Maple Leaves
at ALIFE 2026
Scope of the special session
This special session aims at bridging the gap between the ALife community working with CA and distributed dynamical systems, and the broader AI community interested in exploring concepts from complex systems/self-organization/artificial life for AI research and machine learning, including robotics and embodied AI. [1] Chan, B. W. C. (2019). Lenia: Biology of Artificial Life. [2] Mordvintsev, A., Randazzo, E., Niklasson, E., & Levin, M. (2020). Growing neural cellular automata. [3] Hamon, G., Etcheverry, M., Chan, B. W. C., Moulin-Frier, C., & Oudeyer, P. Y. (2022). Learning sensorimotor agency in cellular automata. [4] Gregor, K., & Besse, F. (2021). Self-organizing intelligent matter: A blueprint for an AI generating algorithm. [5] Hartl, B., & Levin, M. (2025). What does evolution make? Learning in living lineages and machines. Session Program: August 18th (Tuesday), 10:00 - 17:00, Room 1 Session 1, chair: Hiroki Sayama 10:00-10:20: Measuring the Computational Power of Finite Patches of Cellular Automata -- Attila Egri-Nagy; Chrystopher L. Nehaniv 10:20-10:40: Random Graph Dynamics using Cellular Automata on Probability Measures -- Davide La Torre; Enrico Formenti; Amelia Grace Kunze 10:40-11:00: The Surprising Evolvability of Unappreciated Cellular Automata -- Arend Hintze; Clifford Bohm 11:00-11:20: Architecture Generalization with MetaNCA -- Sina Khajehabdollahi; Dan Berenberg; Meet Barot 11:20-11:40: Visualising the Attractor Landscape of Neural Cellular Automata -- Harald Michael Ludwig; Alexander Mordvintsev; James Stovold; Mia-Katrin Kvalsund; Varun Sharma 11:40-12:00: Emergent Models: Machine Learning from Cellular Automata -- Etienne Guichard; Giacomo Bocchese; Akshaj Devireddy; Nicola Giacobbo; James Wiles 12:00-15:00 -- Lunch, ALIFE Plenary Talk, Coffee Break Session 2, chair: Bert Chan 15:00-15:20: Emergent Macro-Criticality from Micro-Critical Agents -- Erwan Plantec; Nicolas Bessone 15:20-15:40: Zebrafish Clock: The Emergence of Intrinsic Timing in Collective Systems -- Yasuo Kuniyoshi; Katsuma Inoue; Koh Uehara; Kohei Nakajima 15:40-16:00: Emergent Spatial Map Completion in Neural Cellular Automata -- Jack Butler 16:00-16:20: Mass Conservation as an Inductive Bias for Self-Organized Criticality in NCA Reservoirs -- Etienne Guichard; Stefano Nichele; Sidney Pontes-Filho; Tong Zhang 16:20-16:40: Towards chemistries in dynamical systems -- Martin Biehl; Nathaniel Virgo 16:40-17:00: Sensing at the edges: synthetic specimens for early contractile coordination -- Ben Gaskin Submission instructions The submission instructions and submission link are available here Please note that contributions to our special session have to be submitted through the main conference's submission system. There are three options for submission:
Important dates Submission: March 30th, 2026 Contacts Please feel free to contact us: Stefano Nichele: stefano.nichele@hiof.no Hiroki Sayama: sayama@binghamton.edu Chrystopher L. Nehaniv: chrystopher.nehaniv@uwaterloo.ca Eric Medvet: emedvet@units.it Mario Pavone: mpavone@dmi.unict.it Previous editions The Distributed Ghost (ALife 2023) The Distributed Viking (ALife 2024) The Distributed Ciphers (ALife 2025)
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