Robert Stewart

Robert Stewart

Heriot-Watt University

H-index: 13

Europe-United Kingdom

About Robert Stewart

Robert Stewart, With an exceptional h-index of 13 and a recent h-index of 9 (since 2020), a distinguished researcher at Heriot-Watt University, specializes in the field of parallel functional languages, dataflow models, FPGAs, domain specific languages, neural network acceleration.

His recent articles reflect a diverse array of research interests and contributions to the field:

Heron: Modern Hardware Graph Reduction

Introducing and Interfacing with Cybersecurity--A Cards Approach

Benchmarking Parallelism in Unikernels

Logic of differentiable logics: Towards a uniform semantics of DL

Integrating Canvas and GitLab to Enrich Learning Processes

FPGA Design of Transposed Convolutions for Deep Learning Using High-Level Synthesis

Accuracy Evaluation of Transposed Convolution-Based Quantized Neural Networks

Why functional program synthesis matters (in the realm of genetic programming)

Robert Stewart Information

University

Position

Assistant Professor

Citations(all)

449

Citations(since 2020)

268

Cited By

267

hIndex(all)

13

hIndex(since 2020)

9

i10Index(all)

17

i10Index(since 2020)

9

Email

University Profile Page

Heriot-Watt University

Google Scholar

View Google Scholar Profile

Robert Stewart Skills & Research Interests

parallel functional languages

dataflow models

FPGAs

domain specific languages

neural network acceleration

Top articles of Robert Stewart

Title

Journal

Author(s)

Publication Date

Heron: Modern Hardware Graph Reduction

Craig Ramsay

Robert James Stewart

2024/2/6

Introducing and Interfacing with Cybersecurity--A Cards Approach

arXiv preprint arXiv:2307.16535

Ryan Shah

Manuel Maarek

Shenando Stals

Lynne Baillie

Sheung Chi Chan

...

2023/7/31

Benchmarking Parallelism in Unikernels

Euro-Par 2022: Parallel Processing Workshops: Euro-Par 2022 International Workshops, Glasgow, UK, August 22–26, 2022, Revised Selected Papers

Akilan Selvacoumar

Robert Stewart

Hans-Wolfgang Loidl

Ahmad Ryad Soobhany

2023/5/1

Logic of differentiable logics: Towards a uniform semantics of DL

arXiv preprint arXiv:2303.10650

Natalia Ślusarz

Ekaterina Komendantskaya

Matthew L Daggitt

Robert Stewart

Kathrin Stark

2023/3/19

Integrating Canvas and GitLab to Enrich Learning Processes

Laura Schauer

Robert James Stewart

Manuel Maarek

2023/12/15

FPGA Design of Transposed Convolutions for Deep Learning Using High-Level Synthesis

Journal of Signal Processing Systems

Cristian Sestito

Stefania Perri

Robert Stewart

2023/10

Accuracy Evaluation of Transposed Convolution-Based Quantized Neural Networks

Cristian Sestito

Stefania Perri

Robert Stewart

2022/7/18

Why functional program synthesis matters (in the realm of genetic programming)

Fraser Garrow

Michael A Lones

Robert Stewart

2022/7/9

Design-Space Exploration of Quantized Transposed Convolutional Neural Networks for FPGA-based Systems-on-Chip

Cristian Sestito

Stefania Perri

Robert Stewart

2022/9/12

Differentiable Logics for Neural Network Training and Verification

Natalia Ślusarz

Ekaterina Komendantskaya

Matthew L Daggitt

Robert Stewart

2022/7/31

Network robustness as a mathematical property: training, evaluation and attack

Marco Casadio

Matthew L Daggitt

Ekaterina Komendantskaya

Wen Kokke

Robert Stewart

2021/10/6

Optimising Hardware Accelerated Neural Networks with Quantisation and a Knowledge Distillation Evolutionary Algorithm

Electronics

Robert Stewart

Andrew Nowlan

Pascal Bacchus

Quentin Ducasse

Ekaterina Komendantskaya

2021/2/5

Benchmarking quantized neural networks on FPGAs with FINN

arXiv preprint arXiv:2102.01341

Quentin Ducasse

Pascal Cotret

Loïc Lagadec

Robert Stewart

2021/2/2

Relative Robustness of Quantized Neural Networks Against Adversarial Attacks

Kirsty Duncan

Ekaterina Komendantskaya

Robert Stewart

Michael Lones

2020/7

Accuracy, Training Time and Hardware Efficiency Trade-Offs for Quantized Neural Networks on FPGAs

Pascal Bacchus

Robert Stewart

Komendantskaya Ekaterina

2020/4/1

YewPar: Skeletons for Exact Combinatorial Search

Blair Archibald

Patrick Maier

Robert Stewart

Phil Trinder

2020/2/19

YewPar

Proceedings of the 25th ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming

Blair Archibald

Patrick Maier

Robert Stewart

Phil Trinder

2020/2/19

See List of Professors in Robert Stewart University(Heriot-Watt University)

Co-Authors

H-index: 48
Geraint Wiggins

Geraint Wiggins

Vrije Universiteit Brussel

H-index: 39
Ruth Aylett

Ruth Aylett

Heriot-Watt University

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