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Martin Trefzer
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Reservoir Computing Benchmarks: a review, a taxonomy, some best practices
C Wringe, M Trefzer, S Stepney
arXiv preprint arXiv:2405.06561, 2024
2024
Artificial Neural Microcircuits as Building Blocks: Concept and Challenges
A Walter, S Wu, AM Tyrrell, L McDaid, M McElholm, NT Sumithran, ...
arXiv preprint arXiv:2403.16327, 2024
2024
Modelling and Evaluating Restricted ESNs on Single-and Multi-Timescale Problems
C Wringe, S Stepney, MA Trefzer
2023
Exploring the Rich Behaviour of Developmental Graph Cellular Automata
R Waldegrave, S Stepney, MA Trefzer
Artificial Life Conference Proceedings 35 2023 (1), 61, 2023
2023
Artificial Neural Microcircuits for use in Neuromorphic System Design
A Walter, S Wu, AM Tyrrell, L McDaid, M McElholm, NT Sumithran, ...
ALIFE 2023: Ghost in the Machine: Proceedings of the 2023 Artificial Life …, 2023
12023
Developmental Graph Cellular Automata
R Waldegrave, S Stepney, MA Trefzer
ALIFE 2023: Ghost in the Machine: Proceedings of the 2023 Artificial Life …, 2023
32023
Multi‐objective digital circuit block optimisation based on cell mapping in an industrial electronic design automation flow
L Cao, SJ Bale, MA Trefzer
IET Computers & Digital Techniques 17 (3-4), 180-194, 2023
2023
The effect of system timescale on virtual node connectivity within delay-feedback reservoirs
AC McDonnell, MA Trefzer
2023 International Joint Conference on Neural Networks (IJCNN), 1-8, 2023
12023
Combining Multiple Inputs to a Delay-line Reservoir Computer: Control of a Forced Van der Pol Oscillator System
T Gan, S Stepney, MA Trefzer
2023 International Joint Conference on Neural Networks (IJCNN), 1-7, 2023
2023
Modelling and Evaluating Restricted ESNs
C Wringe, S Stepney, MA Trefzer
International Conference on Unconventional Computation and Natural …, 2023
2023
A perspective on physical reservoir computing with nanomagnetic devices
DA Allwood, MOA Ellis, D Griffin, TJ Hayward, L Manneschi, MF Musameh, ...
Applied Physics Letters 122 (4), 2023
302023
Artificial Neural Microcircuits as Building Blocks for Neuromorphic Systems
A Walter, S Wu, A Tyrrell, L McDaid, M McElholm, NT Sumithran, J Harkin, ...
NNPC 2023: Natural, Neuromorphic & Physical Computing, 2023
2023
Combining Multiple Reservoirs on Multiple Timescales
C Wringe, S Stepney, MA Trefzer
UNCONVENTIONAL COMPUTING: MATERIALS, SCIENCE, INFORMATICS, HARDWARE, SOFTWARE, 2022
2022
A System for Growing Graphs with Applications to Reservoir Computing
R Waldegrave, S Stepney, MA Trefzer
UNCONVENTIONAL COMPUTING: MATERIALS, SCIENCE, INFORMATICS, HARDWARE, SOFTWARE, 2022
2022
SpacePHYre: Magnetically Isolated SpaceFibre Links using Gigabit Ethernet PHYs
M Rowlings, M Walshe, M Trefzer, M Post
2022 International SpaceWire & SpaceFibre Conference (ISC), 1-4, 2022
2022
A Multi-objective Evolutionary Approach for Efficient Kernel Size and Shape for CNN
Z Wang, MA Trefzer, SJ Bale, AM Tyrrell
2022 International Joint Conference on Neural Networks (IJCNN), 1-8, 2022
12022
Tributes to Julian F. Miller (1955-2022)
W Banzhaf, JA Foster, S Harding, R Kalkreuth, GM Khan, WB Langdon, ...
ACM SIGEVOlution 15 (1), 1-7, 2022
2022
Adaptive integer quantisation for convolutional neural networks through evolutionary algorithms
Z Wang, MA Trefzer, SJ Bale, AM Tyrrell
2021 IEEE Symposium Series on Computational Intelligence (SSCI), 1-7, 2021
22021
Tradeoffs with physical delay feedback reservoir computing
T Gan, S Stepney, MA Trefzer
2021 IEEE Symposium Series on Computational Intelligence (SSCI), 1-8, 2021
22021
Multi-objective digital design optimization via improved drive granularity standard cells
L Cao, SJ Bale, MA Trefzer
IEEE Transactions on Circuits and Systems I: Regular Papers 68 (11), 4660-4671, 2021
62021
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