E. O. Neftci,
H. Mostafa, and
F. Zenke

**Surrogate Gradient Learning in Spiking Neural Networks**

*arXiv preprint arXiv:1901.09948,
2019
*

RIS, BibTex

RIS, BibTex

E. Neftci and
B. Averbeck

**Reinforcement Learning in Artificial and Biological Systems**

*Nature Machine Intelligence ((Accepted)),
2019
*

RIS, BibTex

RIS, BibTex

E. O. Neftci

**Data and Power Efficient Intelligence with Neuromorphic Learning Machines**

*iScience,
***5**,
2018

systems neuroscience computer science evolvable hardware

URL, DOI, RIS, BibTex

systems neuroscience computer science evolvable hardware

URL, DOI, RIS, BibTex

J. Kaiser,
H. Mostafa, and
E. Neftci

**Synaptic Plasticity for Deep Continuous Local Learning**

*arXiv preprint arXiv:1812.10766,
2018
*

RIS, BibTex

RIS, BibTex

M. E. Fouda,
E. Neftci,
A. Eltawil, and
F. Kurdahi

**Independent Component Analysis using RRAMs**

*IEEE Transactions on Nanotechnology ((accepted)),
2018
*

RIS, BibTex

RIS, BibTex

G. Detorakis,
S. Sheik,
C. Augustine,
S. Paul,
B. U. Pedroni,
N. Dutt,
J. Krichmar,
G. Cauwenberghs,
*et al.*

**Neural and Synaptic Array Transceiver: A Brain-Inspired Computing Framework for Embedded Learning**

*Frontiers in Neuroscience,
***12**,
2018

URL, DOI, RIS, BibTex

URL, DOI, RIS, BibTex

G. Detorakis,
T. Bartley, and
E. Neftci

**Contrastive Hebbian Learning with Random Feedback Weights**

*Neural Networks ((accepted)),
2018
*

URL, RIS, BibTex

URL, RIS, BibTex

E. O. Neftci,
C. Augustine,
S. Paul, and
G. Detorakis

**Event-Driven Random Back-Propagation: Enabling Neuromorphic Deep Learning Machines**

*Frontiers in Neuroscience,
***11**,
2017

DOI, RIS, BibTex

DOI, RIS, BibTex

S. B. Eryilmaz,
E. Neftci,
S. Joshi,
S. Kim,
M. BrightSky,
H. L. Lung,
C. Lam,
G. Cauwenberghs,
*et al.*

**Training a Probabilistic Graphical Model With Resistive Switching Electronic Synapses**

*IEEE Transactions on Electron Devices,
***63**(12),
2016

DOI, RIS, BibTex

DOI, RIS, BibTex

E. O. Neftci,
B. U. Pedroni,
S. Joshi,
M. Al-Shedivat, and
G. Cauwenberghs

**Stochastic Synapses Enable Efficient Brain-Inspired Learning Machines**

*Frontiers in Neuroscience,
***10**(241),
2016

DOI, RIS, BibTex

DOI, RIS, BibTex

R. Naous,
M. AlShedivat,
E. Neftci,
G. Cauwenberghs, and
K. N. Salama

**Memristor-based neural networks: Synaptic versus neuronal stochasticity**

*Aip Advances,
***6**(11),
2016

RIS, BibTex

RIS, BibTex

J. Fonollosa,
E. Neftci, and
M. Rabinovich

**Learning of Chunking Sequences in Cognition and Behavior.**

*PLoS computational biology ((equal contrib. JF, EN)),
***11**(11),
2015

RIS, BibTex

RIS, BibTex

F. Stefanini,
E. Neftci,
S. Sheik, and
G. Indiveri

**PyNCS: a kernel for high-level configuration and definition of neuromorphic electronic systems**

*Frontiers in Neuroinformatics ((equal contrib. FS, EN, SS)),
***8**,
2014

RIS, BibTex

RIS, BibTex

E. Neftci,
S. Das,
B. Pedroni,
K. Kreutz-Delgado, and
G. Cauwenberghs

**Event-Driven Contrastive Divergence for Spiking Neuromorphic Systems**

*Frontiers in Neuroscience,
***7**(272),
2014

DOI, RIS, BibTex

DOI, RIS, BibTex

E. Neftci,
J. Binas,
U. Rutishauser,
E. Chicca,
G. Indiveri, and
R. J. Douglas

**Synthesizing cognition in neuromorphic electronic systems**

*PNAS,
***110**(37),
2013

RIS, BibTex

RIS, BibTex

A. Landsman,
E. Neftci, and
D. Muir

**Noise robustness and spatially patterned synchronization of cortical oscillators**

*New Journal of Physics ((equal contrib. AL, EN, DM)),
***14**(12),
2012

RIS, BibTex

RIS, BibTex

E. Neftci,
B. Toth,
G. Indiveri, and
H. Abarbanel

**Dynamic State and Parameter Estimation applied to Neuromorphic Systems**

*Neural Computation,
***24**(7),
2012

DOI, RIS, BibTex

DOI, RIS, BibTex

E. Neftci,
E. Chicca,
G. Indiveri, and
R. Douglas

**A systematic method for configuring VLSI networks of spiking neurons**

*Neural Computation,
***23**(10),
2011

DOI, RIS, BibTex

DOI, RIS, BibTex

H. J. Kashyap,
G. Detorakis,
N. Dutt,
J. L. Krichmar, and
E. Neftci

**A Recurrent Neural Network Based Model of Predictive Smooth Pursuit Eye Movement in Primates**

*2018 International Joint Conference on Neural Networks (IJCNN),
2018*

RIS, BibTex

RIS, BibTex

E. Neftci,
C. Augustine,
S. Paul, and
G. Detorakis

**Event-driven Random Back-Propagation: Enabling Neuromorphic Deep Learning Machines**

*2017 IEEE International Symposium on Circuits and Systems,
2017*

RIS, BibTex

RIS, BibTex

E. Neftci

**Stochastic synapses as resource for efficient deep learning machines**

*Electron Devices Meeting (IEDM), 2017 IEEE International,
2017*

RIS, BibTex

RIS, BibTex

B. U. Pedroni,
S. Sheik,
S. Joshi,
G. Detorakis,
S. Paul,
C. Augustine,
E. Neftci, and
G. Cauwenberghs

**Forward Table-Based Presynaptic Event-Triggered Spike-Timing-Dependent Plasticity**

*
2016*

RIS, BibTex

RIS, BibTex

P. U. Diehl,
G. Zarrella,
A. Cassidy,
B. Pedroni, and
E. Neftci

**Conversion of Artificial Recurrent Neural Networks to Spiking Neural Networks for Low-power Neuromorphic Hardware**

*International Conference on Rebooting Computation (ICRC), 2016,
2016*

RIS, BibTex

RIS, BibTex

P. U. Diehl,
B. U. Pedroni,
A. Cassidy,
P. Merolla,
E. Neftci, and
G. Zarrella

**TrueHappiness: Neuromorphic Emotion Recognition on TrueNorth**

*arXiv:1601.04183,
2016
*

RIS, BibTex

RIS, BibTex

S. Sheik,
S. Paul,
C. Augustine,
C. Kothapalli,
G. Cauwenberghs, and
E. Neftci

**Synaptic sampling in hardware spiking neural networks**

*International Symposium on Circuits and Systems, ({ISCAS}), 2016,
2016*

RIS, BibTex

RIS, BibTex

S. B. Eryilmaz,
S. Joshi,
E. Neftci,
W. Wan,
G. Cauwenberghs, and
H.-S. P. Wong

**Neuromorphic Architectures with Electronic Synapses**

*International Symposium on Quality Electronic Design (ISQED),
2016*

RIS, BibTex

RIS, BibTex

R. Naous,
M. Al-Shedivat,
E. Neftci,
G. Cauwenberghs, and
K. N. Salama

**Stochastic synaptic plasticity with memristor crossbar arrays**

*Circuits and Systems (ISCAS), 2016 IEEE International Symposium on,
2016*

RIS, BibTex

RIS, BibTex

M. Al-Shedivat,
E. Neftci, and
G. Cauwenberghs

**Neural generative models with stochastic synapses capture richer representations**

*Cosyne Abstracts,
2015*

RIS, BibTex

RIS, BibTex

M. Al-Shedivat,
E. Neftci, and
G. Cauwenberghs

**Learning Non-deterministic Representations with Energy-based Ensembles**

*arXiv preprint arXiv:1412.7272,
2015
*

RIS, BibTex

RIS, BibTex

M. Al-Shedivat,
R. Naous,
E. Neftci,
G. Cauwenberghs, and
K. Salama

**Inherently Stochastic Spiking Neurons for Probabilistic Neural Computation**

*IEEE EMBS Conference on Neural Engineering,
2015*

RIS, BibTex

RIS, BibTex

J. Park,
S. Ha,
T. Yu,
E. Neftci, and
G. Cauwenberghs

**A 65k-Neuron 73-Mevents/S 22-pJ/Event Asynchronous Micro-Pipelined Integrate-and-Fire Array Transceiver**

*Biomedical Circuits and Systems Conference ({BioCAS}),
2014*

RIS, BibTex

RIS, BibTex

D. Corneil,
E. Neftci,
G. Indiveri, and
M. Pfeiffer

**Learning, Inference, and Replay of Hidden State Sequences in Recurrent Spiking Neural Networks**

*Cosyne Abstracts,
2014*

RIS, BibTex

RIS, BibTex

B. Pedroni,
S. Das,
E. Neftci,
K. Kreutz-Delgado, and
G. Cauwenberghs

**Neuromorphic Adaptations of Restricted Boltzmann Machines and Deep Belief Networks**

*International Joint Conference on Neural Networks, {IJCNN} 2013,
2013*

RIS, BibTex

RIS, BibTex

E. Neftci,
J. Binas,
E. Chicca,
G. Indiveri, and
R. Douglas

**Systematic Construction of Finite State Automata Using VLSI Spiking Neurons**

*Biomimetic and Biohybrid Systems,
Springer Berlin / Heidelberg,
2012,
ISBN 978-3-642-31524-4*

DOI, ISBN, RIS, BibTex

DOI, ISBN, RIS, BibTex

D. Corneil,
D. Sonnleithner,
E. Neftci,
E. Chicca,
M. Cook,
G. Indiveri, and
R. Douglas

**Real-time inference in a VLSI spiking neural network**

*International Symposium on Circuits and Systems, ({ISCAS}), 2012,
2012*

DOI, RIS, BibTex

DOI, RIS, BibTex

D. Corneil,
D. Sonnleithner,
E. Neftci,
E. Chicca,
M. Cook,
G. Indiveri, and
R. Douglas

**Function approximation with uncertainty propagation in a VLSI spiking neural network**

*International Joint Conference on Neural Networks, {(IJCNN)} 2012,
2012*

DOI, RIS, BibTex

DOI, RIS, BibTex

S. Sheik,
F. Stefanini,
E. Neftci,
E. Chicca, and
G. Indiveri

**Systematic configuration and automatic tuning of neuromorphic systems**

*International Symposium on Circuits and Systems, ({ISCAS}), 2011,
2011*

DOI, RIS, BibTex

DOI, RIS, BibTex

E. Neftci,
E. Chicca,
M. Cook,
G. Indiveri, and
R. Douglas

**State-Dependent Sensory Processing in Networks of VLSI Spiking Neurons**

*International Symposium on Circuits and Systems, ({ISCAS}), 2010,
2010*

DOI, RIS, BibTex

DOI, RIS, BibTex

E. Neftci and
G. Indiveri

**A Device Mismatch Compensation Method for VLSI Spiking Neural Networks**

*Biomedical Circuits and Systems Conference ({BioCAS}), 2010,
2010*

DOI, RIS, BibTex

DOI, RIS, BibTex

E. Neftci,
E. Chicca,
G. Indiveri,
J.-J. Slotine, and
R. Douglas

**Contraction Properties of VLSI Cooperative Competitive Neural Networks of Spiking Neurons**

*Advances in Neural Information Processing Systems (NIPS),
MIT Press,
2008*

RIS, BibTex

RIS, BibTex

E. Neftci,
S. Das,
B. Pedroni,
K. Kreutz-Delgado, and
G. Cauwenberghs

**Restricted Boltzmann Machines and Continuous-time Contrastive Divergence in Spiking Neuromorphic Systems**

*20th Joint Symposium on Neural Computation,
2013*

RIS, BibTex

RIS, BibTex