Publications

Work on neuromorphic computing, structural plasticity and spiking neural networks, largely from my time on the SpiNNaker project. An up-to-date list also lives on Google Scholar and ORCID.

Peer-reviewed papers

2025

The NeuroBench framework for benchmarking neuromorphic computing algorithms and systems

Yik J, et al. — NeuroBench collaboration (incl. Bogdan PA)

Nature Communications 16:1545

doi:10.1038/s41467-025-56739-4
2024

Interdisciplinary and collaborative training in neuroscience: insights from the Human Brain Project Education Programme

Geminiani A, Kathrein J, Yegenoglu A, Vogel F, Armendariz M, Ben-Zion Z, Bogdan PA, et al.

Neuroinformatics 22:657–678

doi:10.1007/s12021-024-09682-6
2021

Towards a bio-inspired real-time neuromorphic cerebellum

Bogdan PA, Marcinnò B, Casellato C, Casali S, Rowley AGD, Hopkins M, Leporati F, D'Angelo E, Rhodes O

Frontiers in Cellular Neuroscience 15:622870

doi:10.3389/fncel.2021.622870
2019

Event-based computation: unsupervised elementary motion decomposition

Bogdan PA, Pineda-García G, Davidson S, Hopkins M, James R, Furber SB

Proceedings of the 2019 Emerging Technology Conference, 20–23

ISBN 978-0-9933426-4-6
2018

sPyNNaker: a software package for running PyNN simulations on SpiNNaker

Rhodes O, Bogdan PA, Brenninkmeijer C, Davidson S, Fellows D, Gait A, Lester DR, Mikaitis M, Plana LA, Rowley AGD, Stokes AB, Furber SB

Frontiers in Neuroscience

doi:10.3389/fnins.2018.00816
2018

Structural plasticity on the SpiNNaker many-core neuromorphic system

Bogdan PA, Rowley AGD, Rhodes O, Furber SB

Frontiers in Neuroscience 12:434

doi:10.3389/fnins.2018.00434
2018

Spiking neural networks for computer vision

Hopkins M, Pineda-García G, Bogdan PA, Furber SB

Interface Focus 8:20180007

doi:10.1098/rsfs.2018.0007

Books

2026

Practical Spiking Neural Networks

Gaurav R (ed.), Pedersen JE (ed.), Bogdan PA (ed.)

In progress — first chapters in early access, CC BY 4.0
2020

SpiNNaker: a spiking neural network architecture

Furber SB (ed.), Bogdan PA (ed.)

Boston–Delft: now publishers

Open access · over 100,000 downloads

doi:10.1561/9781680836523

Book chapters

2020

Applications — doing stuff on the machine

Bogdan PA, James R, Guerra GF, Pineda García G, Sen-Bhattacharya B

In SpiNNaker: a spiking neural network architecture (1st ed., pp. 129–162)

doi:10.1561/9781680836530.ch5
2020

Learning in neural networks

Bogdan PA, Pineda García G, Hopkins M, Jones E, Knight JC, Perrett A

In SpiNNaker: a spiking neural network architecture (1st ed., pp. 209–265)

doi:10.1561/9781680836530.ch7
2020

Stacks of software stacks

Rowley AGD, Rhodes O, Bogdan PA, Brenninkmeijer C, Davidson S, Fellows D, Furber SB, Gait A, Hopkins M, Lester D, Mikaitis M, Plana L, Stokes A

In SpiNNaker: a spiking neural network architecture (1st ed., pp. 79–128)

doi:10.1561/9781680836530.ch4

Thesis

2019

Structural plasticity on SpiNNaker

Bogdan PA

PhD thesis, The University of Manchester

doi:10.13140/RG.2.2.33591.06568

Talks & slides

2024

Faery, and Innatera / NIR

Marcireau A, Bogdan PA

Open Neuromorphic Hacking Hours
2020

SpiNNaker: a spiking neural network architecture

Bogdan PA

HBP Tea & Slides #4, 18 June 2020
2019

Event-based computation: unsupervised elementary motion decomposition

Bogdan PA

Emerging Technologies Conference (EMiT), 9–11 April 2019

Posters

2018

Simulating synaptic rewiring on SpiNNaker

Bogdan PA, Furber SB

figshare

doi:10.6084/m9.figshare.6025460.v1
2018

Structural plasticity for motion detection on SpiNNaker using PyNN

Bogdan PA, Furber SB

figshare

doi:10.6084/m9.figshare.6949091.v1

Datasets

2020

Supporting data for a study towards a bio-inspired real-time neuromorphic cerebellum

Bogdan PA, Marcinnò B, Casellato C, Casali S, Rowley AGD, Hopkins M, Leporati F, D'Angelo E, Rhodes O

EBRAINS

doi:10.25493/PBYC-R3B
2019

Supporting data and software for event-based computation: unsupervised elementary motion decomposition

Bogdan PA, Pineda-Garcia G, Davidson S, Hopkins M, James R, Furber SB

Mendeley Data, v1

doi:10.17632/wpzxh93vhx.1
2018

Spiking neural networks for computer vision

Bogdan PA, Furber SB, Pineda-Garcia G, Hopkins M

Mendeley Data, v1

doi:10.17632/84pvnm3rj3.1
2018

Structural plasticity on the SpiNNaker many-core neuromorphic system

Bogdan PA, Rhodes O, Rowley AGD, Furber SB

Mendeley Data, v1

doi:10.17632/xfp84r5hb7.1