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SCHOLARLY WORK

Articles, Books and Chapters

AI

Computational Models

  • Improved, embodied self-supervised learning NeurIPS 2022

  • Meta-learning to learn and forget ICML 2022

  • SOTA in plastic and recurrent neural networks ICML 2022

  • Fast inference ICLR 2022

  • Hebbian deep learning arXiv 2022

  • SOTA in efficient, bio-plausible deep learning arXiv 2022

  • Optimal Hebbian plasticity NCE 2022

  • Adversarial robustness through Hebbian plasticity NCE 2022

  • Optimal networks for random but continuous dynamics optimally arXiv 2020

  • Unsupervised elastic clustering for non-stationary data arXiv 2020

SNNs

(Spiking Neural Networks)

  • Short-term STDP can outperform supervised LSTMs arXiv 2020

  • Spike-based inference-speed reaches non-spiking SOTA ICLR 2022

  • SNNs learn to decode a rat's "thoughts" Frontiers in Neuroscience 2016

  • F-STDP

  • 2D neurons

  • Kreiser

  • NatCom

AI Hardware / Neuromorphic HW

  • Nat Nano 2022

  • NatCom 2022

  • NatCom 2018

  • IEEE 2018?

  • SoftHebb x2

  • BMI

  • STPN

Neuroscience

  • STP

  • STPN

  • J Neurosci

  • Efference Copy

  • Blinks

  • SoftHebb x2

  • BMI

  • Reflex-tutored motor control

Applications

  • Adversarial robustness

  • Brain-machine interfaces

  • Object detection

  • Image segmentation

  • Speech recognition

  • AI hardware accelerators

Hello

My name is Alexa Young

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