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An emergent behaviour or emergent property can appear when a number of simple entities operate in an environment, forming more complex behaviours as a collective. If emergence happens over disparate size scales, then the reason is usually a causal relation across different scales. Weak emergence describes new properties arising in systems as a result of the low-level interactions, these might be interactions between components of the system or the components and their environment.
In our epic introduction we focus a lot on the concept of self-organisation, complex systems, cellular automata and strong vs weak emergence. In the main show we discuss this in detail with Dr. Daniele Grattarola and cover his recent NeurIPS paper on learning graph cellular automata.
Featuring;
Dr. Daniele Grattarola
Dr. Tim Scarfe
Dr. Keith Duggar
Prof. David Chalmers
Prof. Ken Stanley
Prof. Julian Togelius
Dr. Joscha Bach
David Ha
Dr. Pei Wang
[00:00:00] Special Edition Intro: Emergence and Cellula Automata
[00:49:02] Intro to Daniele and CAs
[00:57:23] Numerical analysis link with CA (PDEs)
[00:59:50] The representational dichotomy of discrete and continous at different scales
[01:05:21] Universal computation in CAs
[01:10:27] Computational irreduciblity
[01:16:33] Is the universe discrete?
[01:20:49] Emergence but with the same computational principle
[01:23:10] How do you formalise the emergent phenomenon
[01:25:44] Growing cellula automata
[01:33:53] Openeded and unbounded computation is required for this kind of behaviour
[01:37:31] Graph cellula automata
[01:43:40] Connection to protein folding
[01:46:24] Are CAs the best tool for the job?
[01:49:37] Where to go to find more information
Thanks to our patrons!
VIP patrons;
Alex McNamara
Ebonia Elliott-Lewis
All access patrons;
John Mitchell
Konstantinos Barmpas
And also;
Federico Rios
Francesco Puddu
Ian Finley
John
Lukas Segelmark
MarkMc
Paul Oreto
Philip Leggier
Timothy O’Hear
Łukasz Stafiniak
References;
(intro)
Strong and Weak Emergence [Chalmers]
consc.net/papers/emergence.pdf
Weak Emergence [Bedau]
people.reed.edu/~mab/papers/we...
Complexity - a guided tour [Melanie Mitchell]
www.amazon.co.uk/Complexity-G...
en.wikipedia.org/wiki/Emergen...
en.wikipedia.org/wiki/Reducti...
The Case for Strong Emergence [Sabine Hossenfelder]
philpapers.org/rec/HOSTCF-3
The Future of Artificial Intelligence is Self-Organizing and Self-Assembling [Sebastian Risi]
sebastianrisi.com/self_assemb...
Thanks to marknzed from Discord
(main show)
Learning Graph Cellular Automata [Grattarola]
arxiv.org/pdf/2110.14237.pdf
Grattarola article on GCA
danielegrattarola.github.io/p...
Dwarf Fortress
procedural-generation.tumblr....
Growing Neural Cellular Automata [Alexander Mordvintsev]
distill.pub/2020/growing-ca/
AlphaFold [Deepmind]
www.deepmind.com/research/hig...
Mandlebrot set
en.wikipedia.org/wiki/Mandelb...
FDM/PDE
en.wikipedia.org/wiki/Finite_...
en.wikipedia.org/wiki/Partial...
A new kind of science [Wolfram]
www.wolframscience.com/nks/
Wofram physics project
www.wolframphysics.org/
writings.stephenwolfram.com/2...
Game of life clock
codegolf.stackexchange.com/qu...
AlphaFold
www.nature.com/articles/s4158...
Michael Levin
as.tufts.edu/biology/people/f...
ase.tufts.edu/biology/labs/le...
www.growbyginkgo.com/2022/03/...
www.growbyginkgo.com/2020/06/...
Emergent garden
/ emergentgarden
/ max_romana
The edge of chaos
en.wikipedia.org/wiki/Edge_of...
Computation at the edge of chaos: Phase transitions and emergent computation [Langton]
www.sciencedirect.com/science...
Lenia
chakazul.github.io/lenia.html
Slackermanz
slackermanz.com/understanding...
Daniele doing a talk on his work
• Learning Graph Cellula...
Smarter podcast (Daniele’s pod!)
/ @smarterpodcast6806