”Guided Self-Organization: Machine Learning in Embodied Agents”
The 11th International Conference on Guided Self-Organization takes place during 12-14 February 2025 in Tübingen, Germany. GSO-2025 is organized by The University of Tübingen, The Hamburg University of Technology, The Max Planck Institute for Intelligent Systems, and The International Association for Guided Self-Organization (TIA-GSO).
Research Aims and Topics
The goal of Guided Self-Organization (GSO) is to leverage the strengths of self-organization (simplicity, parallelization, adaptability, robustness, scalability) while still being able to direct the outcome of the self-organizing process. GSO typically has the following features: (i) an increase in organization (structure and/or functionality) over some time; (ii) the local interactions are not explicitly guided by any external agent; (iii) task-independent objectives are combined with task-dependent constraints.
GSO “aims to regulate self-organization for specific purposes, so that a dynamical system may reach specific attractors or outcomes. The regulation constrains a self-organizing process within a complex system by restricting local interactions between the system components, rather than following an explicit control mechanism or a global design blueprint.” Information theory, nonlinear dynamics and network theory are core to many of these methods, and quantifying complexity, its sources and effects is a common theme.
The GSO-2025 conference will bring together invited experts and researchers in machine learning, artificial life, self-organizing systems, and complex adaptive systems, with particular emphasis on autonomous agents, information theory, critical phenomena and emergent behaviour. Special topics of interest include: reinforcement learning, intrinsic motivations, origin of life, systems biology, physics of life, unconventional computation, swarm intelligence, measures of complexity, criticality, complex networks, information-driven self-organization (IDSO), etc.
The program includes three days, with five keynote talks, and a number of regular onsite presentations on each day. There are no registration fees for the conference.
More at: www.guided-self.org