A Dendritic Resonate‑and‑Fire (D‑RF) neuron with multi‑dendritic branches encodes distinct frequency bands, matching state‑of‑the‑art accuracy while using markedly fewer spikes. https://getnews.me/dendritic-resonate-and-fire-neuron-boosts-long-sequence-modeling/ #dendritic #spikingneurons
September 24, 2025 at 6:45 PM
A Dendritic Resonate‑and‑Fire (D‑RF) neuron with multi‑dendritic branches encodes distinct frequency bands, matching state‑of‑the‑art accuracy while using markedly fewer spikes. https://getnews.me/dendritic-resonate-and-fire-neuron-boosts-long-sequence-modeling/ #dendritic #spikingneurons
Spiking Neural Networks Revolutionize AI with Energy-Efficient Training ⚡🤖🌱 www.azoai.com/news/2025011... #AI #NeuralNetworks #EnergyEfficiency #BrainInspired #SpikingNeurons #ArtificialIntelligence #Innovation #Research #FutureTech #MachineLearning
Spiking Neural Networks Revolutionize AI with Energy-Efficient Training
A study by the University of Bonn demonstrates a novel training method for spiking neural networks, which are energy-efficient alternatives to traditional AI systems. This breakthrough allows the use ...
www.azoai.com
January 14, 2025 at 11:17 PM
Spiking Neural Networks Revolutionize AI with Energy-Efficient Training ⚡🤖🌱 www.azoai.com/news/2025011... #AI #NeuralNetworks #EnergyEfficiency #BrainInspired #SpikingNeurons #ArtificialIntelligence #Innovation #Research #FutureTech #MachineLearning
Spiking SDM sequence machine (2007) and transformer (2017) instantiate the same five operations: my preprint documenting the correspondence between the two (the first is based on my PhD thesis) is now on arxiv.
arxiv.org/abs/2605.00662
#transformers #spikingneurons #sequencelearning #rankorder
arxiv.org/abs/2605.00662
#transformers #spikingneurons #sequencelearning #rankorder
Spiking Sequence Machines and Transformers
Sequence learning reduces to similarity-based retrieval over a temporally indexed representation space, a constraint on any sequence model, not a property of a specific architecture. We show that a sp...
arxiv.org
May 5, 2026 at 2:35 AM
Spiking SDM sequence machine (2007) and transformer (2017) instantiate the same five operations: my preprint documenting the correspondence between the two (the first is based on my PhD thesis) is now on arxiv.
arxiv.org/abs/2605.00662
#transformers #spikingneurons #sequencelearning #rankorder
arxiv.org/abs/2605.00662
#transformers #spikingneurons #sequencelearning #rankorder