hnqiu / references

A collection of useful references in Spiking Neural Networks, neuroevolution, UAV control

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A collection of useful references

UAV

  • SysID: Garratt2012
  • Modeling: Alaimo2013; Santoso2017
  • Nardi2006
  • Shepherd2010

EA

  • Belatreche2003; Belatreche2007

NEAT

  • Stanley2002
  • Stanley2003
  • Risi2010
  • Haasdijk2010 (HyperNEAT)
  • Verbancsics2011 (HyperNEAT)
  • Silva2015
  • Whiteson2005

ER

  • Harvey2005
  • Floreano2008a
  • Mouret2012
  • Mouret2017

Hebbian & STDP

  • BCM: Izhikevich2003a; Izhikevich2006; Izhikevich2007
  • Hebb: Gerstner2002a; Soltoggio2012 (& Stanley) (Modulated Hebb)
  • STDP: Kistler2002; Carlson2013; Carlson2014; Morrison2008; Mikaitis2018
  • EPNN: Urzelai2001; Tonelli2011 & Tonelli2013 (& Mouret) (<- Mouret2014);
  • Application: Jin2010 (SpiNNaker); Howard2012a; Yaman2019; Foderaro2010 (Reward Hebb); Burms2015 (Reward Hebb)

Reward Hebbian

  • Burms2015

Reviews

  • SNN: Bing2018; Paugam-Moisy2012 (& Bohte); Grüning2014 (& Bohte); Thalmeier2016; Ghosh-Dastidar2009a; Ponulak2010
  • Hebb: Kandel1992; Kuriscak2015
  • STDP: Sjostrom2010 (& Gerstner); Markram2012 (& Gerstner)
  • EPNN: Coleman2012; Mouret2014; Soltoggio2018 (& Stanley)
  • SNN hardware impl: Bouvier2019

SNN learning

  • Wu2007
  • Chou2017
  • Salt2019

ESNN

  • Schliebs2013
  • Kasabov2012
  • Eskandari2016
  • Saleh2017
  • Vendesompele2016
  • Qiu2018
  • Qiu2020

SNN libs & hardware

  • Auryn: Zenke2014; Gerstner2002a
  • CARLsim: Beyeler2015; Chou2018 -> Carlson2013; Carlson2014; Morrison2008
  • SpiNNaker: Jin2010; Furber2013; Davies2013 (thesis); Zhang2017t (thesis); Mikaitis2018
  • BindsNET (in Python): Hazan2018
  • Tianjic neuromorphic chip: Pei2019

Deep learning in Robotics

  • Punjani2015
  • Pierson2017

Deep SNN

  • Lee2016
  • Tavanaei2018

Others

  • Pagliuca2018: comparing different NE algs
  • Cole2019: wind
  • Brandao2019: flappy bird

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A collection of useful references in Spiking Neural Networks, neuroevolution, UAV control

License:MIT License