[HTML][HTML] Thread: Differentiable Self-Organizing Systems

A Mordvintsev, E Randazzo, E Niklasson, M Levin… - Distill, 2020 - staging.distill.pub
Distill, 2020staging.distill.pub
Self-organisation is omnipresent on all scales of biological life. From complex interactions
between molecules forming structures such as proteins, to cell colonies achieving global
goals like exploration by means of the individual cells collaborating and communicating, to
humans forming collectives in society such as tribes, governments or countries. The old
adage “the whole is greater than the sum of its parts”, often ascribed to Aristotle, rings true
everywhere we look.The articles in this thread focus on practical ways of designing self …
Self-organisation is omnipresent on all scales of biological life. From complex interactions between molecules forming structures such as proteins, to cell colonies achieving global goals like exploration by means of the individual cells collaborating and communicating, to humans forming collectives in society such as tribes, governments or countries. The old adage “the whole is greater than the sum of its parts”, often ascribed to Aristotle, rings true everywhere we look.
The articles in this thread focus on practical ways of designing self-organizing systems. In particular we use Differentiable Programming (optimization) to learn agent-level policies that satisfy system-level objectives. The cross-disciplinary nature of this thread aims to facilitate ideas exchange between ML and developmental biology communities.
staging.distill.pub
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