#neuromorphiccomputing — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #neuromorphiccomputing, aggregated by home.social.
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Two historical lineages emerged from attempts to model the neuron.
The McCulloch-Pitts/Perceptron path emphasized logic, learning, and static representations, ultimately leading to modern deep learning.
The Lapicque/LIF path preserved temporal dynamics, threshold-triggered events, and biophysical intuition, forming the foundation of spiking neural networks.
The figure summarizes how these two traditions evolved, what they gained, and what they sacrificed.
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Two historical lineages emerged from attempts to model the neuron.
The McCulloch-Pitts/Perceptron path emphasized logic, learning, and static representations, ultimately leading to modern deep learning.
The Lapicque/LIF path preserved temporal dynamics, threshold-triggered events, and biophysical intuition, forming the foundation of spiking neural networks.
The figure summarizes how these two traditions evolved, what they gained, and what they sacrificed.
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Researchers at Oregon State University created a brain-inspired memory device that combines sensing, memory, and processing into a single component, potentially allowing future AI systems to use much less energy.
#NeuromorphicComputing #BrainInspiredComputing #EnergyEfficiency #MemoryTechnology #FutureOfAI #TechNews #Innovation #technology
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Researchers at Oregon State University created a brain-inspired memory device that combines sensing, memory, and processing into a single component, potentially allowing future AI systems to use much less energy.
#NeuromorphicComputing #BrainInspiredComputing #EnergyEfficiency #MemoryTechnology #FutureOfAI #TechNews #Innovation #technology
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We thank everyone who contributed to that, this really was a team effort! And we look forward for the first looks into the chip once it comes back.
PS: ORCA stands for On-chip Resistive Computing System Architecture
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🧠 “Is #Intelligence a mathematical structure?”🔢 – #Zoomposium with #GittaKutyniok
The key to the next generation of intelligent systems – On computability, limitations, and the future of AI
📎https://philosophies.de/index.php/2026/04/24/intelligenz-mathe-struktur/
#ArtificialIntelligence #AI #Mathematics #NeuralNetworks #DeepLearning #MachineLearning #Intelligence #CognitiveScience #MathematicsAndAI #AIResearch #ExplainableAI #Computability #NeuromorphicComputing #Science
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🧠 “Is #Intelligence a mathematical structure?”🔢 – #Zoomposium with #GittaKutyniok
The key to the next generation of intelligent systems – On computability, limitations, and the future of AI
📎https://philosophies.de/index.php/2026/04/24/intelligenz-mathe-struktur/
#ArtificialIntelligence #AI #Mathematics #NeuralNetworks #DeepLearning #MachineLearning #Intelligence #CognitiveScience #MathematicsAndAI #AIResearch #ExplainableAI #Computability #NeuromorphicComputing #Science
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🧠 “Is #Intelligence a mathematical structure?”🔢 – #Zoomposium with #GittaKutyniok
The key to the next generation of intelligent systems – On computability, limitations, and the future of AI
📎https://philosophies.de/index.php/2026/04/24/intelligenz-mathe-struktur/
#ArtificialIntelligence #AI #Mathematics #NeuralNetworks #DeepLearning #MachineLearning #Intelligence #CognitiveScience #MathematicsAndAI #AIResearch #ExplainableAI #Computability #NeuromorphicComputing #Science
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🧠 „Ist #Intelligenz eine mathematische Struktur?“🔢– #Zoomposium mit #GittaKutyniok
Der Schlüssel zur nächsten Generation intelligenter Systeme – Über Berechenbarkeit, Grenzen und die Zukunft der KI
📎https://philosophies.de/index.php/2026/04/24/intelligenz-mathe-struktur/
#KünstlicheIntelligenz #KI #ArtificialIntelligence #Mathematik #NeuronaleNetze #DeepLearning #MachineLearning #Intelligenz #CognitiveScience #MathematikUndKI #AIResearch #ExplainableAI #Computability #NeuromorphicComputing #Wissenschaft
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Cambridge Neuromorphic AI Chip Cuts Energy Use by 70%: The Hafnium Oxide Memristor Breakthrough
University of Cambridge researchers published a paper in Science Advances on April 22, 2026, describing a brain-inspired hafnium oxide memristor that operates at switching curre...
https://wowhow.cloud/blogs/cambridge-neuromorphic-chip-memristor-ai-energy-2026
#wowhow #neuromorphiccomputing #aihardware #energyefficiency
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🧠 “Is #Intelligence a mathematical structure?”🔢 – #Zoomposium with #GittaKutyniok
The key to the next generation of intelligent systems – On computability, limitations, and the future of AI
📎https://philosophies.de/index.php/2026/04/24/intelligenz-mathe-struktur/
#ArtificialIntelligence #AI #Mathematics #NeuralNetworks #DeepLearning #MachineLearning #Intelligence #CognitiveScience #MathematicsAndAI #AIResearch #ExplainableAI #Computability #NeuromorphicComputing #Science
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🧠 “Is #Intelligence a mathematical structure?”🔢 – #Zoomposium with #GittaKutyniok
The key to the next generation of intelligent systems – On computability, limitations, and the future of AI
📎https://philosophies.de/index.php/2026/04/24/intelligenz-mathe-struktur/
#ArtificialIntelligence #AI #Mathematics #NeuralNetworks #DeepLearning #MachineLearning #Intelligence #CognitiveScience #MathematicsAndAI #AIResearch #ExplainableAI #Computability #NeuromorphicComputing #Science
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🧠 „Ist #Intelligenz eine mathematische Struktur?“🔢– #Zoomposium mit #GittaKutyniok
Der Schlüssel zur nächsten Generation intelligenter Systeme – Über Berechenbarkeit, Grenzen und die Zukunft der KI
📎https://philosophies.de/index.php/2026/04/24/intelligenz-mathe-struktur/
#KünstlicheIntelligenz #KI #ArtificialIntelligence #Mathematik #NeuronaleNetze #DeepLearning #MachineLearning #Intelligenz #CognitiveScience #MathematikUndKI #AIResearch #ExplainableAI #Computability #NeuromorphicComputing #Wissenschaft
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🧠 „Ist #Intelligenz eine mathematische Struktur?“🔢– #Zoomposium mit #GittaKutyniok
Der Schlüssel zur nächsten Generation intelligenter Systeme – Über Berechenbarkeit, Grenzen und die Zukunft der KI
📎https://philosophies.de/index.php/2026/04/24/intelligenz-mathe-struktur/
#KünstlicheIntelligenz #KI #ArtificialIntelligence #Mathematik #NeuronaleNetze #DeepLearning #MachineLearning #Intelligenz #CognitiveScience #MathematikUndKI #AIResearch #ExplainableAI #Computability #NeuromorphicComputing #Wissenschaft
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Von-Neumann-Architektur ist nicht mehr alternativlos.
Forscher der Sandia Labs zeigen, dass neuromorphe Hardware komplexe PDEs effizient berechnet. Bisher galt das als Domäne klassischer HPC-Cluster. Durch ereignisbasierte Verarbeitung sinkt der Energiebedarf bei Diffusionsmodellen drastisch.
Ist Event-based Computing die einzige Lösung für das Energieproblem? #SandiaLabs #NeuromorphicComputing #HPC
https://www.all-ai.de/news/news26/intel-nvidia-neumann -
For solution to AI’s energy crisis, look at the human brain
#AI #ArtificialIntelligence #AIEnergy #FutureChips #NeuromorphicComputing #BrainInspiredAI #LowPowerAI #TechInnovation #MaterialsScience #The14 #The14Media
https://the-14.com/for-solution-to-ais-energy-crisis-look-at-the-human-brain/ -
We warmly congratulate our #research group leader Dr. Clara Wanjura on receiving the 2026 Gustav Hertz Prize from the German Physical Society (@DPGPhysik )! 👏
With this award, the DPG recognizes Clara Wanjura’s contributions to novel phenomena and their applications in complex photonic systems – particularly in the areas of neuromorphic systems and non-Hermitian #topology.
👉 https://mpl.mpg.de/news/article/dr-clara-wanjura-was-awarded-the-gustav-hertz-prize
📸 MPL, Susanne Viezens
#NeuromorphicComputing #physics #science #awards -
We warmly congratulate our #research group leader Dr. Clara Wanjura on receiving the 2026 Gustav Hertz Prize from the German Physical Society (@DPGPhysik )! 👏
With this award, the DPG recognizes Clara Wanjura’s contributions to novel phenomena and their applications in complex photonic systems – particularly in the areas of neuromorphic systems and non-Hermitian #topology.
👉 https://mpl.mpg.de/news/article/dr-clara-wanjura-was-awarded-the-gustav-hertz-prize
📸 MPL, Susanne Viezens
#NeuromorphicComputing #physics #science #awards -
Neuromorphs at work:
"Exploiting neuro-inspired dynamic sparsity for energy-efficient intelligent perception", Zhou et al. 2025 (Shih-Chii Liu and Tobi Delbruck's labs)
https://www.nature.com/articles/s41467-025-65387-7A perspective paper on neuro-inspired vision on how to improve the energy efficiency of machine learning for perception, based on the observed sparse firing of biological neural circuits.
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Neuromorphs at work:
"Exploiting neuro-inspired dynamic sparsity for energy-efficient intelligent perception", Zhou et al. 2025 (Shih-Chii Liu and Tobi Delbruck's labs)
https://www.nature.com/articles/s41467-025-65387-7A perspective paper on neuro-inspired vision on how to improve the energy efficiency of machine learning for perception, based on the observed sparse firing of biological neural circuits.
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Neuromorphic Computing: AI That Thinks Like a Brain
Dive into the world of neuromorphic computing, the next frontier in AI
https://eproductempire.blogspot.com/2025/11/neuromorphic-computing-brain-inspired.html #NeuromorphicComputing
#ArtificialIntelligence
#FutureOfAI
#BrainInspiredTech
#Neuromorphic
#AIHardware
#NextGenComputing
#TechInnovation
#MachineLearning
#IntelligentSystems -
"Covariant spatio-temporal receptive fields for spiking neural networks" by Pedersen, Conradt & Lindeberg 2025
https://www.nature.com/articles/s41467-025-63493-0With the author's own words:
"We built spiking neural networks that outperform ANNs on event-based vision by initialising them with spatio-temporal receptive fields. And our theory-guided design beats naive approaches by 42%!"A video explanation of the paper:
https://www.youtube.com/watch?v=qtHkrx4tYfI -
"Covariant spatio-temporal receptive fields for spiking neural networks" by Pedersen, Conradt & Lindeberg 2025
https://www.nature.com/articles/s41467-025-63493-0With the author's own words:
"We built spiking neural networks that outperform ANNs on event-based vision by initialising them with spatio-temporal receptive fields. And our theory-guided design beats naive approaches by 42%!"A video explanation of the paper:
https://www.youtube.com/watch?v=qtHkrx4tYfI -
We built spiking neural networks that outperform ANNs on event-based vision by initialising them with spatio-temporal receptive fields. Our theory-guided design beats naive approaches by 42%!
New paper in Nature Communications 🧠⚡Paper (open access): https://www.nature.com/articles/s41467-025-63493-0
Video summary: https://youtu.be/qtHkrx4tYfI
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We built spiking neural networks that outperform ANNs on event-based vision by initialising them with spatio-temporal receptive fields. Our theory-guided design beats naive approaches by 42%!
New paper in Nature Communications 🧠⚡Paper (open access): https://www.nature.com/articles/s41467-025-63493-0
Video summary: https://youtu.be/qtHkrx4tYfI
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We built spiking neural networks that outperform ANNs on event-based vision by initialising them with spatio-temporal receptive fields. Our theory-guided design beats naive approaches by 42%!
New paper in Nature Communications 🧠⚡
https://www.nature.com/articles/s41467-025-63493-0
#NeuromorphicComputing #ComputerVision #EventBasedVision -
We built spiking neural networks that outperform ANNs on event-based vision by initialising them with spatio-temporal receptive fields. Our theory-guided design beats naive approaches by 42%!
New paper in Nature Communications 🧠⚡
https://www.nature.com/articles/s41467-025-63493-0
#NeuromorphicComputing #ComputerVision #EventBasedVision -
What if computers could think like a human brain? Neuromorphic computing mimics brain structure, paving the way for smarter robots and self-driving cars that learn in real-time. See how it's building the future of AI. #NeuromorphicComputing #AI #Robotics
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What if computers could think like a human brain? Neuromorphic computing mimics brain structure, paving the way for smarter robots and self-driving cars that learn in real-time. See how it's building the future of AI. #NeuromorphicComputing #AI #Robotics
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Neuromorphic chips are moving from labs to reality. Innatera’s Pulsar promises 100× lower latency & 500× less power for edge AI. A glimpse of distributed, brain-inspired intelligence.
https://spectrum.ieee.org/innatera-neuromorphic-chip
#AI #EdgeAI #NeuromorphicComputing #Tech -
Thank you to everyone who attended and contributed to such a productive and inspiring event. We are looking forward to the next steps in deepening our collaboration.
IAS-6, IBI-3, INM-10, @fzj_jsc , PGI-4, PGI-7, PGI-14, PGI-15 @fzj
#NeuromorphicComputing #Neuroscience #ArtificialIntelligence #ComputingInnovation 3/3
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🔥 Oh joy, another “revolution” in AI where we pretend our computers are brains, except they're not, and they never will be. 🔋💸 Let's burn through enough electricity to power a small galaxy and then claim we're saving energy. 🌌💡 Neuromorphic computing: when marketing meets science fiction. 🤖🙄
https://www.lanl.gov/media/publications/1663/1269-neuromorphic-computing #AIrevolution #neuromorphiccomputing #marketingvsreality #energyconsumption #sciencefiction #HackerNews #ngated -
🔥 Oh joy, another “revolution” in AI where we pretend our computers are brains, except they're not, and they never will be. 🔋💸 Let's burn through enough electricity to power a small galaxy and then claim we're saving energy. 🌌💡 Neuromorphic computing: when marketing meets science fiction. 🤖🙄
https://www.lanl.gov/media/publications/1663/1269-neuromorphic-computing #AIrevolution #neuromorphiccomputing #marketingvsreality #energyconsumption #sciencefiction #HackerNews #ngated -
Bold tech ideas that challenge limits. Share your thoughts on the future of computing! #EmergingHardware #Innovation #TechRevolution #NeuromorphicComputing #BioInspiredChips #QuantumProcessors #Efficiency #ComputingFuture #DigitalTransformation #IndustryImpact #SmartManufacturing #ITStrategy #FutureTech #Revolution #NewHorizons #ITRevolution #TechLegacy #BoldSteps #CommunityTech #ShapeTheFuture #BrightFuture #TechTransformation #TechDebate #InnovateBoldly #FutureForward #BoldTech #SpeakUp #TechTalk
https://medium.com/@sanjay.mohindroo66/breaking-the-limits-a-bold-look-at-new-hardware-inventions-64ac24d85eca -
👃 What if your smartwatch could smell illness?
Researchers are building synthetic cells that detect odors like real biological noses—then combining them with neuromorphic chips that process smell like a brain.
The result? Devices that sniff, think, and adapt—in real time.
Would you use scent-based tech to monitor your health?
🧠 Full story at Blue Headline: https://blueheadline.com/tech-breakthroughs/sniff-illness-bio-electronic/
#Technology #SyntheticBiology #NeuromorphicComputing #ArtificialOlfaction #FutureOfHealth #BioElectronics
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🧠🔬 Breakthrough in AI tech! Researchers develop atomic-scale memristors that mimic brain neural networks, promising ultra-efficient computing. Judy Wu's team creates next-gen semiconductor tech that could revolutionize artificial intelligence processing. 🚀 #NeuromorphicComputing #AIInnovation #FutureOfTech #newz
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Finally, thank you for the support of CogniGron, University of Groningen (FSE), Telluride Neuromorphic Engineering Workshop, POST-DIGITAL ETN Project: European Training Network on Post-Digital Computing.
#NeuromorphicComputing #ArtificialIntelligence #NeuroAI