Plenary 1 - 11:00 to 12:00
Social-inspired modelling
Auditorium 1 - Chair: Jeremy Pitt (
Zoom link)
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11:00 - 11:15: Spatial Community Structure Promotes Extremism in an Adaptive Spatial Social Network Model
Seth Bullock
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11:15 - 11:30: Deriving The Intrinsic Viability Constraint of an Emergent Individual from First Principles
Randall Beer, Connor McShaffrey and Tom Gaul
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11:30 - 11:45: Zealot Detection in Probabilistic Social Learning Using Bounded Confidence
Jonathan Lawry
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11:45 - 12:00: Strong leaders don't cheat: an evolutionary appraisal of population heterogeneity and leadership
Carlo Longhi, Luis A. Martinez-Vaquero, Fernando Wario Vázquez and Vito Trianni
Parallel 1 - 13:00 to 14:40
Agent-based modeling
Auditorium 1 - Chair: Jonathan Lawry (
Zoom link)
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13:00 - 13:20: Dissecting Viability in Multi-Agent Systems
Connor McShaffrey and Randall Beer
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13:20 - 13:40: ISicell: A Participatory Methodology and Platform for Collaborative Agent-Based Modeling in Cell Biology
Florian Cogoni, David Bernard, Roxana Khazen, Salvatore Valitutti, Valérie Lobjois and Sylvain Cussat-Blanc
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13:40 - 14:00: An Agent-based, Interactive Simulation Model of Root Growth
Marc Mußmann, Daniel Nicolas Hofstadler and Sebastian von Mammen
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14:00 - 14:20: Trackable Agent-based Evolution Models at Wafer Scale
Matthew Andres Moreno, Connor Yang, Emily Dolson and Luis Zaman
Special Session - The Distributed Viking
Auditorium 0 - Chair: Stefano Nichele (
Zoom link)
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13:00 - 13:20: Hash Chemistry on a Cellular Grid: An Open-Ended Artificial Chemistry System with Computational Efficiency and Nontrivial Spatio-Temporal Dynamics
Hiroki Sayama
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13:20 - 13:40: Autopoiesis in RealLife Euclidean Automata
Thomas Gaul
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13:40 - 14:00: Coralai: Evolving Scalable Ecosystems of Embodied Neural Cellular Automata
Aidan Barbieux and Rodrigo Canaan
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14:00 - 14:20: A minimal model of autonomous agency from the lens of stochastic thermodynamics
Miguel Aguilera and Xabier E. Barandiaran
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14:20 - 14:40: Enabling Evolvability with Neutral Networks in Multiscale Neural Cellular Automata
Kameron Bielawski and Josh Bongard
Workshop - Hackathon: ALife, Music & the Visual Arts
Scroll Bar (Zoom link)
Workshop - The evolution of things
Auditorium 2 (Zoom link)
Workshop - Emerging Researchers in Artificial Life
Auditorium 3 (Zoom link)
Parallel 2 - 15:00 to 16:40
Artificial chemistry
Auditorium 1 - Chair: Omer Markovitch (
Zoom link)
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15:00 - 15:20: Surface directed protocell formation
Silvia Holler and Martin M. Hanczyc
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15:20 - 15:40: Spontaneous regulation of 3-Phenylpropionaldehyde droplet
Ayase Kawamura, Shinpei Tanaka and Muneyuki Matsuo
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15:40 - 16:00: Non-Spatial Hash Chemistry
Hiroki Sayama
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16:00 - 16:20: On the Emergence of Enzymes in an Artificial Chemistry
Giampaolo Folena and Germán Kruszewski
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16:20 - 16:40: Spatial sensitivity of the swarm chemistry model
Juste Raimbault
Special Session - The Distributed Viking
Auditorium 0 - Chair: Chrystopher Nehaniv (
Zoom link)
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15:00 - 15:20: Simulating an Artificial Biome of Plants with Biomaker CA
Ettore Randazzo and Alexander Mordvintsev
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15:20 - 15:40: Unlocking Nature’s Design through Neural Cellular Automata
Frantisek Koutensky, Petr Simanek and Alexander Kovalenko
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15:40 - 16:00: Programming Weakly Connected Chemical Oscillators to Simulate Logic Gates and Cellular Automata
Juan Manuel Parrilla Gutierrez, Abhishek Sharma, Soichiro Tsuda and Leroy Cronin
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16:00 - 16:20: Networks of Binary Necklaces Induced by Elementary Cellular Automata Rules
Lapo Frati, Csenge Petak and Nick Cheney
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16:20 - 16:40: Non-Platonic Autopoiesis of a Cellular Automaton Glider in Asymptotic Lenia
Q. Tyrell Davis
Workshop - Hackathon: ALife, Music & the Visual Arts
Scroll Bar (Zoom link)
Workshop - The evolution of things
Auditorium 2 (Zoom link)
Workshop - Emerging Researchers in Artificial Life
Auditorium 3 (Zoom link)
Parallel 3 - 10:30 to 12:00
Machine Learning
Auditorium 0 - Chair: Leni Le Goff (
Zoom link)
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10:30 - 10:50: Intra-Active Perturbations: Commingling Artificial Life and Interactive Machine Learning in Diffractive Artistic Research Practice
Jack Armitage, Victor Shepardson, Miguel Crozzoli and Thor Magnusson
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10:50 - 11:10: Accelerating Co-Evolutionary Learning Through Phylogeny-Informed Interaction Estimation
Jack Garbus, Thomas Willkens, Alexander Lalejini and Jordan Pollack
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11:10 - 11:30: Modular Growth of Hierarchical Networks: Efficient, General, and Robust Curriculum Learning
Mani Hamidi, Sina Khajehabdollahi, Emmannouil Giannakakis, Tim J. Schäfer, Anna Levina and Charley Wu
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11:30 - 11:50: Modeling language contact with the Iterated Learning Model
Seth Bullock and Conor Houghton
Applications
Auditorium 1 - Chair: Grisha Szep (
Zoom link)
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10:30 - 10:50: Institutional Incentives for promoting Evolution of Commitment Compliance and Cooperation in Spatial Public Goods Games
Lucas S. Flores and The Anh Han
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10:50 - 11:10: Analyzing the Sensibility of Visual Language Models Using an Evolving Image Generation System: Focusing on Color Impressions and Sound Symbolism
Ryoma Shinto and Hiroyuki Iizuka
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11:10 - 11:30: Interactive Experiences with a Web-based Drummer Bot for Finger-Tapping
Cagri Erdem and Carsten Griwodz
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11:30 - 11:50: Methods to Estimate Cryptic Sequence Complexity
Matthew Andres Moreno
Tutorial - Neuroevolution Part I
Auditorium 4 (Zoom link)
Colab link
Tutorial - SwissGL/GPU: tiny libraries for tiny and beautiful programs on the web
2A54 (Zoom link)
Workshop - CHEMALIFORMS IV: The Fourth Workshop on Chemistry and Artificial Life Forms
Auditorium 3 (Zoom link)
Parallel 4 - 13:00 to 14:40
Cellular automata
Auditorium 0 - Chair: Chrystopher Nehaniv (
Zoom link)
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13:00 - 13:20: Towards Artificial Open-Ended Evolution within Lenia using Quality-Diversity
Maxence Faldor and Antoine Cully
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13:20 - 13:40: Creating Network Motifs with Developmental Graph Cellular Automata
Riversdale Waldegrave, Susan Stepney and Martin Trefzer
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13:40 - 14:00: Investigating the Effect of Noise on the Density Classification Task for Various Cellular Automaton Rules
Annajirao Challa, Duxiao Hao, Jordan Rozum and Luis Rocha
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14:00 - 14:20: Emergent Multiscale Structures and Generative Potential of Isotropic Neural Cellular Automata
Alexander Mordvintsev and Eyvind Niklasson
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14:20 - 14:40: The boundary of stability of the Lenia Orbium is fractal
Ivan Yevenko
Evolutionary systems
Auditorium 1 - Chair: Lisa Soros (
Zoom link)
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13:00 - 13:20: Crossover Destructiveness in Cartesian versus Linear Genetic Programming
Mark Kocherovsky and Wolfgang Banzhaf
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13:20 - 13:40: Phenotypic Species Definitions for Genetic Improvement of Source Code
Zsolt Nemeth, Penn Faulkner Rainford and Barry Porter
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13:40 - 14:00: Coevolutionary Heuristics for Maximization of Expected Utility
Thomas Willkens and Jordan Pollack
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14:00 - 14:20: Predicting the Unpredictable: Using replay experiments to disentangle how evolutionary outcomes are altered by adaptive momentum
Austin Ferguson, Charles Ofria and Clifford Bohm
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14:20 - 14:40: Towards Stepping Stones in Goal-Directed Search: Improving Image Perceptual Similarity by combining Evolution, Backpropagation, and Fourier Transforms
Jackson Dean and Nick Cheney
Tutorial - Neuroevolution Part II
Auditorium 4 (Zoom link)
Colab link
Tutorial - Engineering the open-ended evolution of synthetic biology
Auditorium 2 (Zoom link)
Workshop - Making Time: Temporality in natural and artificial systems
Auditorium 3 (Zoom link)
Plenary 2 - 10:30 to 12:00
Robotic systems
Auditorium 1 - Chair: Gusz Eiben (
Zoom link)
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10:30 - 10:45: The Simsulator: An interactive evolved virtual creature testbed
Michael Finn and Thomas Bräunl
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10:45 - 11:00: Evolution and Analysis of Respiratory Odor Navigation in Minimal Robots
Gabriel Severino and Ann-Sophie Barwich
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11:00 - 11:15: Evolution and Analysis of Embodied Agents on a Numerical Cognition Task: Sequential Counting
Eduardo J. Izquierdo
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11:15 - 11:30: Effective Design and Interpretation in Voxel-Based Soft Robotics: A Part Assembly Approach with Bayesian Optimization
Takumi Saito and Mizuki Oka
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11:30 - 11:45: Emergent Orchestras: A Modular Framework for Musical Robot Swarms
Lluc Bono Rosselló, Muhanad H.M. Alkilabi, Elio Tuci, Hugues Bersini and Andreagiovanni Reina
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11:45 - 12:00: Meta-Learning an Evolvable Developmental Encoding
Milton Montero, Eleni Nisioti, Erwan Plantec, Joachim Pedersen and Sebastian Risi
Parallel 5 - 13:00 to 14:40
Synthetic biology
Auditorium 1 - Chair: Yonatan Biniuri (
Zoom link)
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13:00 - 13:20: A Macrophage-Inspired Approach To Fault Reaction In The Collective Perception Problem
Patrick Shortall, Chanelle Lee and Jonathan Lawry
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13:20 - 13:40: Planetary Scale Replication as an Agnostic Biosignature
Harrison Smith and Lana Sinapayen
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13:40 - 14:00: Parameterising a Computational model of Supercoiling in Plasmid DNA with Biophysics modelling
Penn Faulkner Rainford, Victor Velasco-Berrelleza, Aalap Mogre, Chares J Dorman, Sarah Harris, Carsten Kroeger and Susan Stepney
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14:00 - 14:20: A synthetic microbial Daisyworld: planetary regulation on the test tube
Victor Maull, Jordi Pla, Nuria Conde and Ricard Solé
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14:20 - 14:40: Hybrid Modeling of Stimuli-Based and Density-Induced Aggregation in C. elegans
Aymeric Vellinger, Nemanja Antonic and Elio Tuci
Tutorial - Phylogenies: how and why to track them in artificial life
Auditorium 0 (Zoom link)
Workshop - Goal-Directed behavior in life and non-life
Auditorium 2 (Zoom link)
Workshop - Virtual Creatures Competition
Auditorium 3 (Open Zoom link)
Parallel 6 - 15:00 to 16:40
Other algorithms
Auditorium 1 - Chair: Kai Olav Ellefsen (
Zoom link)
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15:00 - 15:20: Distributed Evolution of Food Reward and Fatigue based on an Energy-Based Birth and Death Model
Yuji Kanagawa and Kenji Doya
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15:20 - 15:40: Indirect reciprocity with stochastic and dual reputation updates
Yohsuke Murase and Christian Hilbe
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15:40 - 16:00: Fundamental Vision-Based Navigation Algorithms: Elliptical Manifolds, Biased Diffusion, and Direct Pathing
Patrick Govoni and Pawel Romanczuk
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16:00 - 16:20: Selection Driven Scaling Regimes in Assembly Theory
Gage Siebert, Daniel Czegal, Leeroy Cronin and Sara Walker
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16:20 - 16:40: On the de novo Evolution of Mutualism in Symbulation
Connor Croft, Kiara Johnson, Anya Vostinar and Emily Dolson
Special Session - ALife And Society VIII
Auditorium 0 - Chair: Imran Khan (
Zoom link)
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15:00 - 15:20: Power-Sensitive Design using Higher-Order Cybernetics Patterns
Asimina Mertzani and Jeremy Pitt
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15:20 - 15:40: (Un)sustainable structural coupling – a testimony for snail intelligence
Floor Schukking, Tomas Veloz and Stefan Leijnen
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15:40 - 16:00: Breaking Echo-chambers in Opinion Dynamics with Spatial Information
Mohsen Raoufi, Heiko Hamann and Pawel Romanczuk
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16:00 - 16:20: Incorporating Social Expectations into the Expectation Event Calculus
Nathan Lloyd and Peter R. Lewis
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16:20 - 16:40: Speculating on Blockchain as an Unstoppable `Nature' Towards the Emergence of Artificial Life
Botao Hu and Fang Ting
Workshop - Molecular Communication Approaches for Wetware Artificial Life
Auditorium 4 (Zoom link)
Tutorial - Bio-inspired Data and Network Science with PolyPhy
Auditorium 3 (Zoom link)
Plenary 3 - 10:30 to 12:00
Large Language Models and Neural Networks
Auditorium 1 - Chair: Patrick Shortall (
Zoom link)
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10:30 - 10:45: Breaching the Bottleneck: Evolutionary Transition from Reward-Driven Learning to Reward-Agnostic Domain-Adapted Learning in Neuromodulated Neural Nets
Solvi Arnold, Reiji Suzuki, Takaya Arita and Kimitoshi Yamazaki
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10:45 - 11:00: NoiseNCA: Noisy Seed Improves Spatio-Temporal Continuity of Neural Cellular Automata
Ehsan Pajouheshgar, Yitao Xu and Sabine Süsstrunk
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11:00 - 11:15: Large Language Models as In-context AI Generators for Quality-Diversity
Bryan Lim, Manon Flageat and Antoine Cully
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11:15 - 11:30: Collective Innovation in Groups of Large Language Models
Eleni Nisioti, Sebastian Risi, Ida Momennejad, Pierre-Yves Oudeyer and Clément Moulin-Frier
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11:30 - 11:45: From Text to Life: On the Reciprocal Relationship between Artificial Life and Large Language Models
Eleni Nisioti, Claire Glanois, Elias Najarro, Andrew Dai, Elliot Meyerson, Joachim Pedersen, Laetitia Teodorescu, Conor Francis Hayes, Shyam Sudhakaran and Sebastian Risi
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11:45 - 12:00: Untangling the Effects of Down-Sampling and Selection in Genetic Programming
Ryan Boldi, Ashley Bao, Martin Briesch, Thomas Helmuth, Dominik Sobania, Lee Spector and Alexander Lalejini
Parallel 7 - 13:00 to 14:40
Artificial Neural Systems
Auditorium 1 - Chair: Nick Cheney (
Zoom link)
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13:00 - 13:20: Neural Lindenmayer Systems
Christoph Walter Senn, Carmen Mei-Ling Frischknecht-Gruber, Matthias Weyland and Rudolf Marcel Füchslin
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13:20 - 13:40: Specialization or Generalization: investigating NeuroEvolutionary choices via Virtual fMRI
Kevin Godin-Dubois, Sylvain Cussat-Blanc and Yves Duthen
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13:40 - 14:00: Comparative Analysis of Heteroclinic Network Construction Algorithms for Simulating C. elegans Behavioral and Neural Data
Denizhan Pak and Randall Beer
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14:00 - 14:20: Self-Adaptive Robustness of Applied Neural-Network-Soups
Maximilian Zorn, Philipp Altmann, Gerhard Stenzel, Michael Kölle, Claudia Linnhof-Popien and Thomas Gabor
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14:20 - 14:40: Evolving Self-Assembling Neural Networks: From Spontaneous Activity to Experience Dependant Learning
Erwan Plantec, Joachim Winther Pedersen, Milton Llera Montero, Eleni Nisioti and Sebastian Risi
New Paradigms in Computation
Auditorium 0 - Chair: Martin Trefzer (
Zoom link)
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13:00 - 13:20: Capital as Artificial Intelligence
Cesare Carissimo and Marcin Korecki
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13:20 - 13:40: Problem-Solving in Language Model Networks
Ciaran Regan, Alexandre Gournail and Mizuki Oka
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13:40 - 14:00: A Computational Model of Developmental Exaptations
Alexa Renner, Émile Marois, Julian Fiorito, Jacob Ashworth and Jason Yoder
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14:00 - 14:20: Refractive Computation: parallelizing logic gates across driving frequencies in a mechanical polycomputer
Shawn Beaulieu, Piper Welch, Atoosa Parsa, Josh Bongard, Rebecca Kramer and Corey O'Hern
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14:20 - 14:40: An Afterword to Rise of the Self-Replicators: Placing John A. Etzler, Frigyes Karinthy, Fred Stahl, and Others in the Early History of Thought About Self-Reproducing Machines
Tim Taylor
Workshop - 6th International Workshop on Agent-Based Modelling of Human Behaviour (ABMHuB'24)
Auditorium 2 (Zoom link)
Workshop - Evolution, Criticality and Creativity in Collective Intelligence (ECCCI)
Auditorium 3 (Zoom link)
Workshop - SB-AI 9. From imitative to biologically plausible synthetic models of natural cognition
Auditorium 4 (Zoom link)
Parallel 8 - 15:00 to 16:40
Open-endedness
Auditorium 1 - Chair: Kevin Godin-Dubois (
Zoom link)
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15:00 - 15:20: Curious POET: Intrinsic Motivation Improves Exploration Efficiency
Robert Mash, Gregory Castanon and Jared Culbertson
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15:20 - 15:40: A Saucerful of Secrets: Open-Ended Organizational Closure in the Game of Life
Fernando Rodriguez Vergara and Phil Husbands
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15:40 - 16:00: Exploring Affordances in Open-Ended Online Collective Robotics
Amine Boumaza
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16:00 - 16:20: JAXLife: An Open-Ended Agentic Simulator
Chris Lu, Michael Beukman, Michael Matthews and Jakob Foerster
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16:20 - 16:40: On Creativity and Open-Endedness
Lisa Soros, Alyssa Adams, Stefano Kalonaris, Olaf Witkowski and Christian Guckelsberger
Robot Behavior Modeling
Auditorium 0 - Chair: Martin Biehl (
Zoom link)
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15:00 - 15:20: Deriving Community Models with Evolutionary Robotics: A Case Study of Sensory Pollution
Eden Forbes and Randall Beer
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15:20 - 15:40: Differentiable Soft Robot Modeling and Training with the Material Point Method
Kameron Bielawski, Jakub Rozlivek, Matej Hoffman and Josh Bongard
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15:40 - 16:00: Ouroborotic Swarm Control: Collective Dynamics as a Reservoir
Koh Uehara, Katsuma Inoue, Yasuo Kuniyoshi and Kohei Nakajima
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16:00 - 16:20: On All Fours: A 3D Framework to Study Closed-loop Control of Quadrupedal Mouse Locomotion
Shravan Tata Ramalingasetty, Sergey N. Markin, Andrew B. Lockhart, Jonathan Arreguit, Natalia A. Shevtsova, Auke J. Ijspeert, Ilya A. Rybak and Simon M. Danner
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16:20 - 16:40: Minimal Self in Humanoid Robot ``Alter3" Driven by Large Language Model
Takahide Yoshida, Suzune Baba, Atsushi Masumori and Takashi Ikegami
Workshop - 6th International Workshop on Agent-Based Modelling of Human Behaviour (ABMHuB'24)
Auditorium 2 (Zoom link)
Workshop - Evolution, Criticality and Creativity in Collective Intelligence (ECCCI)
Auditorium 3 (Zoom link)
Workshop - SB-AI 9. From imitative to biologically plausible synthetic models of natural cognition
Auditorium 4 (Zoom link)
Plenary 4 - 10:30 to 12:00
Computational and theoretical models
Auditorium 1 - Chair: Kyrre Glette (
Zoom link)
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10:30 - 10:45: Aevol 4b: Bridging the gap between artificial life and bioinformatics
Hugo Daudey, David P Parsons, Eric Tannier, Vincent Daubin, Bastien Boussau, Vincent Liard, Romain Gallé, Jonathan Rouzaud-Cornabas and Guillaume Beslon
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10:45 - 11:00: Reality of Affordances: A Category-Theoretic Approach
Ryuzo Hirota, Hayato Saigo and Shigeru Taguchi
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11:00 - 11:15: Lattice reservoirs: symmetry breaking and information flow in physical reservoir computing
Thomas Aven, Johannes H. Jensen and Gunnar Tufte
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11:15 - 11:30: Environmental connectivity influences the origination of adaptive processes
John Shea, Sydney Leither, Max Foreback, Emily Dolson and Alexander Lalejini
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11:30 - 11:45: Emergence of autopoietic vesicles able to grow, repair and reproduce in a minimalist particle system
Thomas Cabaret
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11:45 - 12:00: Assessing the ability of the MODES toolbox to detect hallmarks of openendness
Clifford Bohm, Ivy Zhang and Emily Dolson
Parallel 9 - 13:00 to 14:40
Cooperative Behavior
Auditorium 0 - Chair: Rudolf Marcel Füchslin (
Zoom link)
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13:00 - 13:20: Artificial Minimal Self on Free Energy Principle for Autonomous Cooperative Behavior
Kanako Esaki, Tadayuki Matsumura, Takeshi Kato, Shunsuke Minusa, Yang Shao and Hiroyuki Mizuno
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13:20 - 13:40: Evolving Collective Behavior in Self-Organizing Particle Systems
Devendra Parkar, Kirtus Leyba, Raylene Faerber and Joshua Daymude
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13:40 - 14:00: The Digital Gallows: Threat of Institutional Punishment Fosters the Emergence of Cooperation
Theodor Cimpeanu and The Anh Han
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14:00 - 14:20: Evolution of Cooperation via Joint Commitments and Reputation
Marcus Krellner and The Anh Han
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14:20 - 14:40: Mimicry and the Emergence of Cooperative Communication
Dylan Cope and Peter Mcburney
Sensorimotor Systems and Control Dynamics
Auditorium 1 - Chair: Takashi Ikegami (
Zoom link)
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13:00 - 13:20: Energy-Based Models for Virtual Creatures
Junior Rojas
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13:20 - 13:40: Dynamics of human exploration of novel sensorimotor contingencies
Natasha Skuljan, Christopher Erb and Matthew Egbert
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13:40 - 14:00: A Swarm Control by Distributed Attractant and Repellent, and its Application for a Stage Effect in Contemporary Ballet
Tatsuo Unemi and Daniel Bisig
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14:00 - 14:20: I Like to Move It: Mapping Sensorimotor Coupling in Artificial and Biological Cells Through the Lens of Information Theory
Sebastian Dohnany, Harriet A. Smith, Josh Bourne, Kelvin Van-Vuuren, Irene M. Aspalter, Pedro A.M. Mediano and Katie Bentley
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14:20 - 14:40: Takorobo: Towards Closed-Loop Body Driven Locomotion Processing
Takehiro Hasegawa, Max Austin, Hidenobu Sumioka, Yasuo Kuniyoshi and Kohei Nakajima
Tutorial - JAX for Scaling Up Artificial Life
Auditorium 4 (Zoom link)
Tutorial - Automatic Design of Robot Bodies and Brains with Evolutionary Algorithms
Auditorium 3 (Zoom link)
Workshop - Nature Inspired Simulation and Visualization of Complex Networks (Cancelled)
Parallel 10 - 15:00 to 16:40
Life Dynamics
Auditorium 1 - Chair: Susan Stepney (
Zoom link)
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15:00 - 15:20: Emergent Resource Exchange and Tolerated Theft Behavior Using Multiagent Reinforcement Learning
Jack Garbus and Jordan Pollack
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15:20 - 15:40: Motivations for Artificial Intelligence, for Deep Learning, for ALife: Mortality and Existential Risk
Inman Harvey
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15:40 - 16:00: A Spatial Artificial Chemistry Implementation of a Gene Regulatory Network Aimed at Generating Protein Concentration Dynamics
Iliya Miralavy and Wolfgang Banzhaf
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16:00 - 16:20: Information, Coding, and Biological Function: The Dynamics of Life
Julyan H. E. Cartwright, Jitka Čejková, et al
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16:20 - 16:40: A Survey of Recent Practice of Artificial Life in Visual Art
Zi-Wei Wu, Huamin Qu and Kang Zhang
Workshop - ALife Encyclopedia Hackathon
Auditorium 4 (Zoom link)
Workshop - ALife in Organizations
Auditorium 3 (Zoom link)
Tutorial - SimER: Simulation in Evolutionary Robotics
Auditorium 0 (Zoom link)
