Back to Homogeneous Computing: A Tightly-Coupled Neuromorphic Processor With Neuromorphic ISA

LSMCore: A 69k-Synapse/mm² Single-Core Digital Neuromorphic Processor for Liquid State Machine

(2022) Lei Wang et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS

Hardware-aware liquid state machine generation for 2D/3D Network-on-Chip platforms

(2022) Ziyang Kang et al.   JOURNAL OF SYSTEMS ARCHITECTURE

NxTF: An API and Compiler for Deep Spiking Neural Networks on Intel Loihi

(2022) Bodo Rueckauer et al.   ACM Journal on Emerging Technologies in Computing Systems

Relaxation LIF: A gradient-based spiking neuron for direct training deep spiking neural networks

(2022) Jianxiong Tang et al.   NEUROCOMPUTING

Modular building blocks for mapping spiking neural networks onto a programmable neuromorphic processor

(2022) Chenglong Zou et al.   MICROELECTRONICS JOURNAL

IBM's POWER10 Processor

(2021) William J. Starke et al.   IEEE MICRO

A multi-objective LSM/NoC architecture co-design framework

(2021) Shiming Li et al.   JOURNAL OF SYSTEMS ARCHITECTURE

LIAF-Net: Leaky Integrate and Analog Fire Network for Lightweight and Efficient Spatiotemporal Information Processing

(2021) Zhenzhi Wu et al.   IEEE Transactions on Neural Networks and Learning Systems

Hand-Gesture Recognition Based on EMG and Event-Based Camera Sensor Fusion: A Benchmark in Neuromorphic Computing

(2020) Enea Ceolini et al.   Frontiers in Neuroscience

Nengo and Low-Power AI Hardware for Robust, Embedded Neurorobotics

(2020) Travis DeWolf et al.   Frontiers in Neurorobotics

An Artificial Neural Network Processor With a Custom Instruction Set Architecture for Embedded Applications

(2020) Daniel Valencia et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS

iFPNA: A Flexible and Efficient Deep Learning Processor in 28-nm CMOS Using a Domain-Specific Instruction Set and Reconfigurable Fabric

(2019) Chixiao Chen et al.   IEEE Journal on Emerging and Selected Topics in Circuits and Systems

MorphIC: A 65-nm 738k-Synapse/mm$^2$ Quad-Core Binary-Weight Digital Neuromorphic Processor With Stochastic Spike-Driven Online Learning

(2019) Charlotte Frenkel et al.   IEEE Transactions on Biomedical Circuits and Systems

Loihi: A Neuromorphic Manycore Processor with On-Chip Learning

(2018) Mike Davies et al.   IEEE MICRO

A Scalable Multicore Architecture With Heterogeneous Memory Structures for Dynamic Neuromorphic Asynchronous Processors (DYNAPs)

(2018) Saber Moradi et al.   IEEE Transactions on Biomedical Circuits and Systems

Near-Threshold RISC-V Core With DSP Extensions for Scalable IoT Endpoint Devices

(2017) Michael Gautschi et al.   IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS

A Biological-Realtime Neuromorphic System in 28 nm CMOS Using Low-Leakage Switched Capacitor Circuits

(2016) Christian Mayr et al.   IEEE Transactions on Biomedical Circuits and Systems

TrueNorth: Design and Tool Flow of a 65 mW 1 Million Neuron Programmable Neurosynaptic Chip

(2015) Filipp Akopyan et al.   IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS

Neurogrid: A Mixed-Analog-Digital Multichip System for Large-Scale Neural Simulations

(2014) Ben Varkey Benjamin et al.   PROCEEDINGS OF THE IEEE

The SpiNNaker Project

(2014) Steve B. Furber et al.   PROCEEDINGS OF THE IEEE

Equation-oriented specification of neural models for simulations

(2014) Marcel Stimberg et al.   Frontiers in Neuroinformatics

Translating the Brain-Machine Interface

(2013) N. V. Thakor   Science Translational Medicine

A case for neuromorphic ISAs

(2012) Atif Hashmi et al.   ACM SIGPLAN NOTICES