Emre O. Neftci

Publication Activity (10 Years)

Years Active: 2019-2023
Publications (10 Years): 16

Top Topics

Biologically Plausible

Efficient Learning

Spiking Neural Networks

Top Venues

IEEE J. Emerg. Sel. Topics Circuits Syst.

Nat. Mach. Intell.

Publications

Fernando M. Quintana, Fernando Perez-Peña, Pedro L. Galindo, Emre O. Neftci, Elisabetta Chicca, Lyes Khacef
ETLP: Event-based Three-factor Local Plasticity for online learning with neuromorphic hardware. CoRR (2023)
Jason K. Eshraghian, Max Ward, Emre O. Neftci, Xinxin Wang, Gregor Lenz, Girish Dwivedi, Mohammed Bennamoun, Doo Seok Jeong, Wei D. Lu
Training Spiking Neural Networks Using Lessons From Deep Learning. Proc. IEEE 111 (9) (2023)
Tianqi Zhang, Justin Morris, Kenneth Michael Stewart, Hin Wai Lui, Behnam Khaleghi, Anthony Thomas, Thiago Goncalves-Marback, Baris Aksanli, Emre O. Neftci, Tajana Rosing
HyperSpikeASIC: Accelerating Event-Based Workloads With HyperDimensional Computing and Spiking Neural Networks. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42 (11) (2023)
Nick Alonso, Beren Millidge, Jeffrey L. Krichmar, Emre O. Neftci
A Theoretical Framework for Inference Learning. NeurIPS (2022)
Kenneth Michael Stewart, Emre O. Neftci
Meta-learning spiking neural networks with surrogate gradient descent. Neuromorph. Comput. Eng. 2 (4) (2022)
Friedemann Zenke, Emre O. Neftci
Brain-Inspired Learning on Neuromorphic Substrates. Proc. IEEE 109 (5) (2021)
Clemens J. S. Schaefer, Patrick Faley, Emre O. Neftci, Siddharth Joshi
Memory Organization for Energy-Efficient Learning and Inference in Digital Neuromorphic Accelerators. CoRR (2020)
Clemens J. S. Schaefer, Patrick Faley, Emre O. Neftci, Siddharth Joshi
Memory Organization for Energy-Efficient Learning and Inference in Digital Neuromorphic Accelerators. ISCAS (2020)
Friedemann Zenke, Emre O. Neftci
Brain-Inspired Learning on Neuromorphic Substrates. CoRR (2020)
Melika Payvand, Mohammed E. Fouda, Fadi J. Kurdahi, Ahmed M. Eltawil, Emre O. Neftci
On-Chip Error-triggered Learning of Multi-layer Memristive Spiking Neural Networks. CoRR (2020)
Melika Payvand, Mohammed E. Fouda, Fadi J. Kurdahi, Ahmed M. Eltawil, Emre O. Neftci
Error-triggered Three-Factor Learning Dynamics for Crossbar Arrays. AICAS (2020)
Melika Payvand, Mohammed E. Fouda, Fadi J. Kurdahi, Ahmed M. Eltawil, Emre O. Neftci
On-Chip Error-Triggered Learning of Multi-Layer Memristive Spiking Neural Networks. IEEE J. Emerg. Sel. Topics Circuits Syst. 10 (4) (2020)
Emre O. Neftci, Hesham Mostafa, Friedemann Zenke
Surrogate Gradient Learning in Spiking Neural Networks. CoRR (2019)
Emre O. Neftci, Hesham Mostafa, Friedemann Zenke
Surrogate Gradient Learning in Spiking Neural Networks: Bringing the Power of Gradient-based optimization to spiking neural networks. IEEE Signal Process. Mag. 36 (6) (2019)
Emre O. Neftci, Bruno B. Averbeck
Reinforcement learning in artificial and biological systems. Nat. Mach. Intell. 1 (3) (2019)
Melika Payvand, Mohammed E. Fouda, Fadi J. Kurdahi, Ahmed M. Eltawil, Emre O. Neftci
Error-triggered Three-Factor Learning Dynamics for Crossbar Arrays. CoRR (2019)