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Accueil du site > Seminars > Séminaires théorie > Theory Club Thursday September 24 2020 at 12pm (Zoom). Matthew Turner: "Intrinsically motivated collective motion".

Theory Club Thursday September 24 2020 at 12pm (Zoom). Matthew Turner: "Intrinsically motivated collective motion"

Unless otherwise stated, seminars and defences take place at 11:30 in room 454A of Condorcet building.

Understanding the collective motion of autonomous agents is now recognised as a seminal problem in non-equilibrium Physics with further relevance to Robotics, Zoology etc.  We study information-processing agents that seek a form of control of their environment via future state maximisation (FSM), a principle that we argue may relate to intelligent behaviour more generally. We study moving, re-orientable agents that seek to maximise the variety of their (visual) environment in the future. The action of each agent is (re)established by exhaustive enumeration of its future decision tree at each time step - each agent chooses the branch of its tree (action) leading from the present to the richest future state space. Cohesive swarm-like motion emerges that is similar to that observed in animal systems, such as bird flocks. We develop heuristics that mimic computationally intensive FSM but that could operate in real time under animal cognition. We show that iterative application of these heuristics as the model for the behaviour of others, when determining the dynamics of self, can lead to a form of closure for the problem. I will argue that this offers a philosophically attractive, bottom-up mechanism for the emergence of swarming. 

Contact : Équipe séminaires / Seminar team - Published on / Publié le 14 December 2020

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