Alright finished another round of #wakegp tests. It seems my invented method for parsimony pressure is effective and also has positive impact on fitness. This confirms findings or opinions of other researchers that bloat has negative impact on fitness.

Now started another round which will end in ~11h to see the effect of deletion mutation on fitness and program size, if any. Current experiments suggest that deletion mutation has no effect on either, not this side or the other side.

PS: I just hope when I want to publish the paper, not having a bachelor won't be problematic. However I don't have much of a problem about my paper getting rejected. Publishing the paper is a side effect with benefit. Results are my goals.

#EvolutionaryML #EC #AI #ML #MachineLearning #GeneticProgramming #LinearGeneticProgramming
#EvolutionaryMachineLearning #GP #bioinspiredcomputing #BioinspiredML #academia #academic #academics

Curious about the new issue #29 of #ComplexityThoughts? #Ecosystems, #epidemics #neuroscience #bioinspiredcomputing

👉https://open.substack.com/pub/manlius/p/complexity-thoughts-issue-29?r=n4iyo&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true

Updated 4th Chapter of my "#EvolutionarySystems and #BioInspiredComputing " 2024 Class. #SelfOrganization #Criticality #Robustness #Resilience #Evolvability
https://casci.binghamton.edu/academics/i-bic/lec04.php

Updated third chapter of my #EvolutionarySystems and #bioinspiredComputing class. This semester I added a new subsection about #complexsystems and #systemsScience approaches to studying life, from #artificallife to #systemsbiology. "#MODELING THE WORLD AND SYSTEMS APPROACH TO LIFE"

https://casci.binghamton.edu/academics/i-bic/lec03.php

🚨#ComplexityThoughts issue #23: #ComplexSystems #Neuroscience #BioInspiredComputing #HumanBehavior #BiologicalSystems

Unraveling complexity: building knowledge, one paper at a time!
Not yet subscribed? It's never too late, and it's 100% free.

https://open.substack.com/pub/manlius/p/complexity-thoughts-issue-23?r=n4iyo&utm_campaign=post&utm_medium=web&showWelcome=true

#ComplexityThoughts issue #20 is out: this time we cover from #ComplexSystems foundations to #BioInspiredComputing #EvolutionaryBiology #ArtificialIntelligence #Neuroscience #Epidemiology

Unraveling complexity: building knowledge, one paper at a time!
Not yet subscribed? It's never too late, and it's 100% free.

https://manlius.substack.com/p/complexity-thoughts-issue-20

This #ComplexityThoughts drawn by an AI 👇

Waiting for it, right?

#ComplexityThoughts issue #19 is coming: amazing new papers,from #ComplexSystems foundations to #BioInspiredComputing #CollectiveBehavior & #UrbanSystems

Unraveling complexity: building knowledge, one paper at a time!
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https://manlius.substack.com/p/complexity-thoughts-issue-19

The next #ComplexityThoughts drawn by an AI 👇

#ComplexityThoughts issue #18 is out: amazing new papers, from #ComplexSystems foundations to #BioInspiredComputing #EvolutionaryDynamics #CollectiveBehavior & #Neuroscience

Unraveling complexity: building knowledge, one paper at a time!
Not yet subscribed? It's never too late, and it's 100% free.

https://manlius.substack.com/p/complexity-thoughts-issue-18

In the issue #17 amazing new papers, from #ComplexSystems foundations to #BioInspiredComputing #EvolutionaryDynamics #Ecosystems #CollectiveBehavior & #Neuroscience

Unraveling complexity: building knowledge, one paper at a time!

Curious and want to know more?
Not yet subscribed?
It's never too late, and it's 100% free.

🚨 https://manlius.substack.com/p/complexity-thoughts-issue-17

In the figure: a visual preview of the next #ComplexityThoughts as drawn by an AI.

In the figure: the next #ComplexityThoughts drawn by an AI.

In the issue #16 amazing new papers, from #ComplexSystems foundations to #ClimateChange #Ecosystems and #BioInspiredComputing

Unraveling complexity: building knowledge, one paper at a time!

Curious and want to know more
Not yet subscribed?
It's never too late, and it's 100% free.

https://manlius.substack.com/p/complexity-thoughts-issue-16

A new issue (n° 10) of #ComplexityThoughts is out!

https://manlius.substack.com/p/complexity-thoughts-issue-10

From #NetworkScience to #AI, #CollectiveBehavior & #OriginOfLife in this issue.

_________

Not yet subscribed? It's free, check it out: https://manlius.substack.com/

Want to suggest a Thought to cover for our “From the community”? Use this link: https://forms.gle/FW4EHEmfWYyXj3TFA

#ComplexSystems #BioInspiredComputing #NetworkScience #DataScience

@networkscience @complexsystems @neuroscience

A new issue (n° 9) of #ComplexityThoughts is out!

https://manlius.substack.com/p/complexity-thoughts-issue-9

Spread the word and suggest a Thought for the next time ;)

_________

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#ComplexSystems #BioInspiredComputing #NetworkScience #DataScience

@networkscience @complexsystems @neuroscience

Are you ready for the #ComplexityThoughts Issue #8?

From #NetworkScience to #DataScience, #NetworkNeuroscience & #NetworkMedicine in this issue.

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Want to suggest a Thought to cover for our “From the community”? Use this link: https://forms.gle/FW4EHEmfWYyXj3TFA

#ComplexSystems #BioInspiredComputing

@networkscience @complexsystems @neuroscience

Updating #EvolutionarySystems and #BioinspiredComputing lecture notes as the semester unfolds:

1. What is #Life? https://casci.binghamton.edu/academics/i-bic/lec01.php

2. The Logical Mechanisms of Life https://casci.binghamton.edu/academics/i-bic/lec02.php

#artificiallife

Teaching this #EvolutionarySystems and #BioinspiredComputing course this semester
https://casci.binghamton.edu/academics/i-bic
Just updated chapter 1 of lecture notes "What is Life?" https://casci.binghamton.edu/academics/i-bic/lec01.php

Are you ready for the #ComplexityThoughts Issue #6?

From network foundations to global systems, embodiment and network medicine.

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#ComplexSystems #BioInspiredComputing #NetworkMedicine

@networkscience @complexsystems @neuroscience

Do we need to hardwire hierarchical connectivity in recurrent neural networks to achieve predictive coding (PC)?

PC is an emergent consequence of an energy efficiency principle, leading to separate subpopulations of prediction and error units.

https://www.cell.com/patterns/fulltext/S2666-3899(22)00271-9

#ComplexSystems #NetworkNeuroscience #BioInspiredComputing #ComputationalBiology

@neuroscience @networkscience @complexsystems

@PessoaBrain @WiringtheBrain @kordinglab @ricard_sole @albertcardona @c4computation

“intrinsic stochasticity is probably positively utilized by brains, not only to optimize the signal response but also to induce intelligence itself, and one of the key roles, played by astrocytes in information processing, could be dealing with noises”

#BioInspiredComputing #ComputationalBiology #MachineLearning @neuroscience

https://journals.aps.org/prresearch/abstract/10.1103/PhysRevResearch.4.043069

The authors propose a simple single-neuron model where the dendrite is implemented as a sequence of thresholded linear units. They manipulate the underlying architecture and investigate the impacts of binary branching constraints and repetition of synaptic inputs on neural computation, finding that models with such manipulations can perform (surprisingly?) well on machine learning tasks.

#Neuroscience #BioInspiredComputing #MachineLearning @neuroscience

https://direct.mit.edu/neco/article-abstract/33/6/1554/100576/Might-a-Single-Neuron-Solve-Interesting-Machine?redirectedFrom=fulltext

#ComplexityThoughts issue #5 is going out in a few minutes!

Don't know what is it? Click on the hashtag and check it. Or follow this URL and subscribe for free: https://manlius.substack.com/

Merry Christmas and Happy 2023!

#ComplexSystems #Emergence #ComplexNetworks #SelfOrganization #CollectiveBehavior #StatisticalPhysics #ComputationalBiology #Neuroscience #BioInspiredComputing

@networkscience @complexsystems @neuroscience