#NeuralComputation - Twitter Hashtag

7 months ago

#Consciousness May Require a #NewKindOfComputation: Could the split between #ComputationalFunctionalism & #BiologicalNaturalism misses how real brains actually compute? The authors propose “#BiologicalComputationalism,” the idea that #NeuralComputation is inseparable from the brain’s physical, hybrid, and energy-constrained dynamics, rather than an #AbstractAlgorithm running on hardware. In this view, #DiscreteNeuralEvents & #ContinuousPhysicalProcesses, form a tightly coupled system that cannot be reduced to #SymbolicInformationProcessing. The theory suggests that #DigitalAI, despite its capabilities, may NOT recreate the essential computational style that gives rise to #ConsciousExperience. Instead, truly-#MindLikeCognition may require building systems whose #Computation-emerges from #PhysicalDynamics similar to those found in #BiologicalBrains. Hybrid Dynamics: Brain computation arises from discrete spikes embedded within continuous chemical and electrical fields. Multi-Scale Coupling: Neural processes remain deeply intertwined across levels, meaning algorithms cannot be separated from physical implementation. Energetic Constraints: Metabolic limits shape neural computation, influencing learning, stability, and information flow. https://t.co/XPAHtqjuIG via @neurosciencenew

SustainHistory's tweet photo. #Consciousness May
Require a #NewKindOfComputation:

Could the split between #ComputationalFunctionalism & #BiologicalNaturalism misses how real brains actually compute?

The authors propose “#BiologicalComputationalism,” the idea that #NeuralComputation is inseparable from the brain’s physical, hybrid, and energy-constrained dynamics,
rather than an #AbstractAlgorithm running on hardware.

In this view, #DiscreteNeuralEvents & #ContinuousPhysicalProcesses,

form a tightly coupled system that cannot be reduced to #SymbolicInformationProcessing.

The theory suggests that #DigitalAI, despite its capabilities,
may NOT recreate the essential computational style that gives rise to #ConsciousExperience.

Instead, truly-#MindLikeCognition may require building systems whose #Computation-emerges from #PhysicalDynamics similar to those found in #BiologicalBrains.

Hybrid Dynamics:
Brain computation arises from discrete spikes embedded within continuous chemical and electrical fields.

Multi-Scale Coupling:
Neural processes remain deeply intertwined across levels,
meaning algorithms cannot be separated from physical implementation.

Energetic Constraints:
Metabolic limits shape neural computation, influencing learning, stability, and information flow.

https://t.co/XPAHtqjuIG via @neurosciencenew

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@BioAI_Neuro

@BioAI_NeuralNet

9 months ago

9/ When researchers simulated a network made of these artificial neurons, something remarkable happened. The system began to show advantages of biological computation — resilience, adaptability, and richer dynamics. #AIResearch #NeuralComputation

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The MIT Press @mitpress.bsky.social @mitpress

almost 2 years ago

Through MIT CogNet, libraries provide access to cutting-edge research, including these MITP journals: @ARTL_journal #ComputationalLinguistics #EvolutionaryComputation @JOCN_Journal #LinguisticInquiry @netneurosci #NeuralComputation #OpenMind https://t.co/hHeNAlwPOP #OAWeek

mitpress's tweet photo. Through MIT CogNet, libraries provide access to cutting-edge research, including these MITP journals:

@ARTL_journal
#ComputationalLinguistics
#EvolutionaryComputation
@JOCN_Journal
#LinguisticInquiry
@netneurosci
#NeuralComputation
#OpenMind

https://t.co/hHeNAlwPOP #OAWeek https://t.co/1z1or8DAUc

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The MIT Press @mitpress.bsky.social @mitpress

about 3 years ago

Just learned that this 26-yr-old article by @HochreiterSepp & @SchmidhuberAI has, per @CrossrefOrg & @DSDimensions, been cited a whopping 50,000 times (17,000x in the last 2 years alone!), making it MITP's most cited article of all time: https://t.co/PdsCht9Ly4 #NeuralComputation

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Phil "Chip" You (Romans 2:16) @wheeloffreedom1

about 3 years ago

HOW MANY AMERICANS HAVE BEEN COVERTLY BIOCHIPPED BY UNIVERSITY HOSPITALS & ARE TEST SUBJECTS? #BiochipTerrorism #HumanTorture #MedicalResearch #YaleUniversity #WuTsaiInstitute #Neuroscience #NeuralExperiments #NeuralComputation #YaleNewHavenHospital #Nuremberg2 #NurembergCode

wheeloffreedom1's tweet photo. HOW MANY AMERICANS HAVE BEEN COVERTLY BIOCHIPPED BY UNIVERSITY HOSPITALS & ARE TEST SUBJECTS?
#BiochipTerrorism
#HumanTorture
#MedicalResearch
#YaleUniversity
#WuTsaiInstitute
#Neuroscience
#NeuralExperiments
#NeuralComputation
#YaleNewHavenHospital
#Nuremberg2
#NurembergCode https://t.co/a2LfK4qhfi

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Abhishek/Abhi Banerjee @abhii_mit

about 3 years ago · Alghero

Really interesting piece by Carver Mead @Caltech on the coevolution of hardware and software dedicated to neuromorphic systems in the #NeuralComputation Special Collection: CogNet #CapoCaccia2023 https://t.co/ije9wYSaZT

abhii_mit's tweet photo. Really interesting piece by Carver Mead @Caltech on the coevolution of hardware and software dedicated to neuromorphic systems in the #NeuralComputation Special Collection: CogNet #CapoCaccia2023

https://t.co/ije9wYSaZT https://t.co/ES5PwWSa2l

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The MIT Press @mitpress.bsky.social @mitpress

almost 4 years ago

Volume 34, Issue 9 of #NeuralComputation is now online. Read: 📄 A Model of Semantic Completion in Generative Episodic Memory 📄 Bayesian Integration in a Spiking Neural System for Sensorimotor Control And more!👇 https://t.co/BCgcV1zObF

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FOR 2812 - Constructing Scenarios of the Past @DFG_FOR2812

almost 4 years ago

Model of Semantic Completion in Generative Episodic Memory https://t.co/quAY4JSkwe The FOR's latest paper features on the cover of #neuralcomputation #memory #neuroscience #collaborations @ruhrunibochum

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WOAH @Masqualero_

almost 4 years ago

Leaky Integrate-and-fire neuron simulation #neuralcomputation #NeuralNetworks

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TU/e Artificial Intelligence Systems Institute @TUeEAISI

over 4 years ago

Join @tueindhoven's Federico Corradi at his talk 'Spike-based neuromorphic computing for the edge' at @BitsChips Machine Learning Conference!🧠Federico will describe the research in #NeuralComputation and showcase emerging applications! Get your tickets👇 https://t.co/fbAnQ3XIxX

TUeEAISI's tweet photo. Join @tueindhoven's Federico Corradi at his talk 'Spike-based neuromorphic computing for the edge' at @BitsChips Machine Learning Conference!🧠Federico will describe the research in #NeuralComputation and showcase emerging applications! Get your tickets👇
https://t.co/fbAnQ3XIxX https://t.co/MycASsAEzP

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ChampalimaudResearch @Neuro_CF

almost 5 years ago

#CRS21 Live: @jakhmack @mackelab is giving a talk on "Bridging mechanistic and data-driven models of #neuralcomputation"! #ML #BayesianInference

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ChampalimaudResearch @Neuro_CF

almost 5 years ago

#CRS21: Day 1! Valerio Mante @UZH_en talking about residual population dynamics as a window into #neuralcomputation

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Ilenna Jones, PhD @ ilennaj.bsky.social @IlennaJ

about 5 years ago

We're on the cover of #NeuralComputation! My first first-author technical paper is out! "Can a Single Neuron Solve MNIST?" is now "Might a Single Neuron Solve Interesting Machine Learning Problems Through Successive Computations on Its Dendritic Tree?" https://t.co/1KdmVnKtDV

IlennaJ's tweet photo. We're on the cover of #NeuralComputation! My first first-author technical paper is out! "Can a Single Neuron Solve MNIST?" is now "Might a Single Neuron Solve Interesting Machine Learning Problems Through Successive Computations on Its Dendritic Tree?"
https://t.co/1KdmVnKtDV https://t.co/13ph2DeApW

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Sound Understanding @nonfictionaudio

about 5 years ago

What causes neurons to fire spikes spontaneously, without input from other neurons or the outside world? Listen to an #audioextract of 'The Spike' by Mark Humphries read by @anandjagatia published by @PrincetonAudio https://t.co/XldJkMHy7D #neuralcomputation #GoogleBrain

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Research in Germany - Initiative of the BMFTR @ResearchGermany

over 5 years ago

Apply for this #PhD #Fellowship in the #NeuralComputation and Behavior group at @uniGoettingen and start your career! 👉https://t.co/HuSbDgLm3k #PhDGermany #Neuroscience

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Research in Germany - Initiative of the BMFTR @ResearchGermany

over 5 years ago

Pursuing a career in #Neuroscience ? Look at this open #PhD #Fellowship in the #NeuralComputation and Behavior group at @uniGoettingen 👉https://t.co/4kDyEFVGtD #PhDGermany

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Jake Preston @JakePre52165680

over 6 years ago

#Commissuralfibers or #transversefibers are #axons that connect the two hemispheres of the #brain. Web: https://t.co/3nxKDx1O4p #neuroscience2020 #neurosciencesymposium #eventbriteneuroscience #neuralcomputation #neuroscienceconference2019 #neuroscienceorganisations #neuro2020

JakePre52165680's tweet photo. #Commissuralfibers or #transversefibers are #axons that connect the two hemispheres of the #brain.

Web: https://t.co/3nxKDx1O4p

#neuroscience2020 #neurosciencesymposium #eventbriteneuroscience #neuralcomputation #neuroscienceconference2019 #neuroscienceorganisations #neuro2020 https://t.co/3Qi3eU171x

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Luis Lamb @luislamb

over 6 years ago

@AvilaGarcez and I showed that temporal (reasoning) and modal logics of knowledge can be effectively learned and represented in Neural Networks. We published several papers on this, e.g. at #NIPS2003 at #NeuralComputation #neuralsymboliccomputing #neurosymbolic