Publications

Brain-Inspired Learning on Neuromorphic Substrates

January 2021 Proceedings of the IEEE
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On-Chip Error-Triggered Learning of Multi-Layer Memristive Spiking Neural Networks

November 2020 IEEE Journal on Emerging and Selected Topics in Circuits and Systems
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Online Few-Shot Gesture Learning on a Neuromorphic Processor

October 2020 IEEE Journal on Emerging and Selected Topics in Circuits and Systems
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Brain-Inspired Learning on Neuromorphic Substrates

October 2020

On-chip Few-shot Learning with Surrogate Gradient Descent on a Neuromorphic Processor

September 2020 2020 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS)
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Error-triggered Three-Factor Learning Dynamics for Crossbar Arrays

August 2020 2020 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS)
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Terrain Classification with a Reservoir-Based Network of Spiking Neurons

May 2020 International Symposium on Circuits and Systems, (ISCAS), 2020
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Spiking Neural Network Learning, Benchmarking, Programming and Executing

April 2020 Frontiers in Neuroscience
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Zero Velocity Detector for Foot-mounted Inertial Navigation System Assisted by a Dynamic Vision Sensor

January 2020 2020 DGON Inertial Sensors and Systems (ISS)
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Synaptic Plasticity Dynamics for Deep Continuous Local Learning (DECOLLE)

January 2020 Frontiers in Neuroscience
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Memory organization for energy-efficient learning and inference in digital neuromorphic accelerators

January 2020 2020 IEEE International Symposium on Circuits and Systems (ISCAS)
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High-Speed, Real-Time, Spike-Based Object Tracking and Path Prediction on Google Edge TPU

January 2020 2020 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS)
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Embodied Neuromorphic Vision with Continuous Random Backpropagation

January 2020 2020 8th IEEE RAS/EMBS International Conference for Biomedical Robotics and Biomechatronics (BioRob)
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Building a Better Lie Detector with BERT: The Difference Between Truth and Lies

January 2020 2020 International Joint Conference on Neural Networks (IJCNN)
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Spiking Neural Networks for Inference and Learning: A Memristor-based Design Perspective

December 2019 Memristive devices for brain-inspired computing
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Surrogate Gradient Learning in Spiking Neural Networks: Bringing the Power of Gradient-Based Optimization to Spiking Neural Networks

November 2019 IEEE Signal Processing Magazine
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Effect of Asymmetric Nonlinearity Dynamics in RRAMs on Spiking Neural Network Performance

November 2019 2019 53rd Asilomar Conference on Signals, Systems, and Computers
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Memory-Efficient Synaptic Connectivity for Spike-Timing- Dependent Plasticity

April 2019 Frontiers in Neuroscience
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Synaptic Plasticity for Deep Continuous Local Learning

March 2019 Cosyne Abstracts

Reinforcement Learning in Artificial and Biological Systems

March 2019 Nature Machine Intelligence
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Inherent Weight Normalization in Stochastic Neural Networks

January 2019 Advances in Neural Information Processing Systems
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Embodied event-driven random backpropagation

January 2019 arXiv preprint arXiv:1904.04805

Contrastive hebbian learning with random feedback weights

January 2019 Neural Networks
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Synaptic Plasticity for Deep Continuous Local Learning

November 2018 arXiv preprint

Independent Component Analysis Using RRAMs

November 2018 IEEE Transactions on Nanotechnology
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Data and Power Efficient Intelligence with Neuromorphic Learning Machines

July 2018 iScience
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A Recurrent Neural Network Based Model of Predictive Smooth Pursuit Eye Movement in Primates

July 2018 2018 International Joint Conference on Neural Networks (IJCNN)
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Neural and Synaptic Array Transceiver: A Brain-Inspired Computing Framework for Embedded Learning

January 2018 Frontiers in Neuroscience
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Stochastic synapses as resource for efficient deep learning machines

December 2017 Electron Devices Meeting (IEDM), 2017 IEEE International
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Event-Driven Random Back-Propagation: Enabling Neuromorphic Deep Learning Machines

June 2017 Frontiers in Neuroscience
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Event-driven Random Back-Propagation: Enabling Neuromorphic Deep Learning Machines

May 2017 2017 IEEE International Symposium on Circuits and Systems

Contrastive hebbian learning with random feedback weights

March 2017 Cosyne Abstracts

Training a Probabilistic Graphical Model With Resistive Switching Electronic Synapses

December 2016 IEEE Transactions on Electron Devices
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Memristor-based neural networks: Synaptic versus neuronal stochasticity

November 2016 AIP Advances
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Forward Table-Based Presynaptic Event-Triggered Spike-Timing-Dependent Plasticity

October 2016

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

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

TrueHappiness: Neuromorphic Emotion Recognition on TrueNorth

July 2016 International Joint Conference on Neural Networks (IJCNN), 2016

Synaptic sampling in hardware spiking neural networks

May 2016 International Symposium on Circuits and Systems, (ISCAS), 2016

Stochastic synaptic plasticity with memristor crossbar arrays

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

Neuromorphic Architectures with Electronic Synapses

May 2016 International Symposium on Quality Electronic Design (ISQED)

Stochastic Synapses Enable Efficient Brain-Inspired Learning Machines

January 2016 Frontiers in Neuroscience
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Stochastic neuromorphic learning machines for weakly labeled data

January 2016 2016 IEEE 34th International Conference on Computer Design (ICCD)

Learning of Chunking Sequences in Cognition and Behavior

November 2015 PLoS computational biology

Neural generative models with stochastic synapses capture richer representations

May 2015 Cosyne Abstracts

Learning Non-deterministic Representations with Energy-based Ensembles

May 2015 arXiv preprint

Inherently Stochastic Spiking Neurons for Probabilistic Neural Computation

April 2015 IEEE EMBS Conference on Neural Engineering

Evaluation of calibration transfer strategies between Metal Oxide gas sensor arrays

January 2015 Procedia engineering

Neuromorphic Engineering

December 2014 Computational Intelligence

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

November 2014 Biomedical Circuits and Systems Conference (BioCAS)

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

July 2014 Frontiers in Neuroinformatics

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

February 2014 Cosyne Abstracts

Event-Driven Contrastive Divergence for Spiking Neuromorphic Systems

January 2014 Frontiers in Neuroscience
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Synthesizing cognition in neuromorphic electronic systems

June 2013 PNAS
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Restricted Boltzmann Machines and Continuous-time Contrastive Divergence in Spiking Neuromorphic Systems

May 2013 20th Joint Symposium on Neural Computation

Neuromorphic adaptations of restricted boltzmann machines and deep belief networks

January 2013 The 2013 International Joint Conference on Neural Networks (IJCNN)

Noise robustness and spatially patterned synchronization of cortical oscillators

August 2012 New Journal of Physics

Systematic Construction of Finite State Automata Using VLSI Spiking Neurons

July 2012 Biomimetic and Biohybrid Systems
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Dynamic State and Parameter Estimation applied to Neuromorphic Systems

July 2012 Neural Computation
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Real-time inference in a VLSI spiking neural network

January 2012 International Symposium on Circuits and Systems, (ISCAS), 2012
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Function approximation with uncertainty propagation in a VLSI spiking neural network

January 2012 International Joint Conference on Neural Networks, (IJCNN) 2012
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A systematic method for configuring VLSI networks of spiking neurons

October 2011 Neural Computation
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Systematic configuration and automatic tuning of neuromorphic systems

May 2011 International Symposium on Circuits and Systems, (ISCAS), 2011
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Towards VLSI Spiking Neuron Assemblies as General-Purpose Processors

December 2010

A Device Mismatch Compensation Method for VLSI Spiking Neural Networks

November 2010 Biomedical Circuits and Systems Conference (BioCAS), 2010
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State-Dependent Sensory Processing in Networks of VLSI Spiking Neurons

May 2010 International Symposium on Circuits and Systems, (ISCAS), 2010
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Contraction Properties of VLSI Cooperative Competitive Neural Networks of Spiking Neurons

December 2008 Advances in Neural Information Processing Systems (NIPS)

Study of a Quantum Plaquette Model on a Triangular Lattice

May 2006