Deep Spiking Networks

Spikeprop: backpropagation for networks of spiking neurons

Sander M Bohte, Joost N Kok, and Johannes A La Poutré · 2000

Earlier work this paper cites.

Aer ear: A matched silicon cochlea pair with address event representation interface

Vincent Chan, Shih-Chii Liu, and André Van Schaik · 2007

Earlier work this paper cites.

A 128 × \times 128 120 db 15 μ \mu s latency asynchronous temporal contrast vision sensor

Patrick Lichtsteiner, Christoph Posch, and Tobi Delbruck · 2008

Earlier work this paper cites.

Adaptive regularization of weight vectors

Koby Crammer, Alex Kulesza, and Mark Dredze · 2009

Earlier work this paper cites.

Herding dynamical weights to learn

Max Welling · 2009

Cited alongside, same era.

Neural dynamics as sampling: a model for stochastic computation in recurrent networks of spiking neurons

Lars Buesing, Johannes Bill, Bernhard Nessler, and Wolfgang Maass · 2011

Cited alongside, same era.

Hoeffding’s inequality for supermartingales

Xiequan Fan, Ion Grama, and Quansheng Liu · 2012

Cited alongside, same era.

Event-driven contrastive divergence for spiking neuromorphic systems

Emre Neftci, Srinjoy Das, Bruno Pedroni, Kenneth Kreutz-Delgado, and Gert Cauwenberghs · 2013

Cited alongside, same era.

Fast-classifying, high-accuracy spiking deep networks through weight and threshold balancing

Peter U Diehl, Daniel Neil, Jonathan Binas, Matthew Cook, Shih-Chii Liu, and Michael Pfeiffer

Cited in the paper.

Real-time classification and sensor fusion with a spiking deep belief network

Peter O’Connor, Daniel Neil, Shih-Chii Liu, Tobi Delbruck, and Michael Pfeiffer · 2013

Later among the works it cites.

Binaryconnect: Training deep neural networks with binary weights during propagations

Original

Matthieu Courbariaux, Yoshua Bengio, and Jean-Pierre David · 2015

Later among the works it cites.

Spiking deep networks with lif neurons

Original

Eric Hunsberger and Chris Eliasmith · 2015

Later among the works it cites.