Peter Garraghan

Peter Garraghan

Lancaster University

H-index: 26

Europe-United Kingdom

About Peter Garraghan

Peter Garraghan, With an exceptional h-index of 26 and a recent h-index of 23 (since 2020), a distinguished researcher at Lancaster University, specializes in the field of Distributed systems, AI security, Sustainable computing, Machine Learning Systems, Adversarial Machine Learning.

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

Compilation as a Defense: Enhancing DL Model Attack Robustness via Tensor Optimization

DOPpler: Parallel Measurement Infrastructure for Auto-Tuning Deep Learning Tensor Programs

Model Leeching: An Extraction Attack Targeting LLMs

A Material Social View on Datacentre Waste Heat: Novel Uses and Metrics

PINCH: An Adversarial Extraction Attack Framework for Deep Learning Models

HUNTER: AI based holistic resource management for sustainable cloud computing

Trimmer: Cost-Efficient Deep Learning Auto-tuning for Cloud Datacenters

Horus: Interference-Aware and Prediction-Based Scheduling in Deep Learning Systems

Peter Garraghan Information

University

Position

___

Citations(all)

2772

Citations(since 2020)

2126

Cited By

1458

hIndex(all)

26

hIndex(since 2020)

23

i10Index(all)

37

i10Index(since 2020)

33

Email

University Profile Page

Lancaster University

Google Scholar

View Google Scholar Profile

Peter Garraghan Skills & Research Interests

Distributed systems

AI security

Sustainable computing

Machine Learning Systems

Adversarial Machine Learning

Top articles of Peter Garraghan

Title

Journal

Author(s)

Publication Date

Compilation as a Defense: Enhancing DL Model Attack Robustness via Tensor Optimization

Stefan Trawicki

William Hackett

Lewis Birch

Neeraj Suri

Peter Garraghan

2023/9

DOPpler: Parallel Measurement Infrastructure for Auto-Tuning Deep Learning Tensor Programs

IEEE Transactions on Parallel and Distributed Systems

Damian Borowiec

Gingfung Yeung

Adrian Friday

Richard Harper

Peter Garraghan

2023/5/23

Model Leeching: An Extraction Attack Targeting LLMs

Lewis Birch

William Hackett

Stefan Trawicki

Neeraj Suri

Peter Garraghan

2023/9/19

A Material Social View on Datacentre Waste Heat: Novel Uses and Metrics

Frontiers in Sustainability

Peter Terenius

Richard Harper

Peter Garraghan

2022/12

PINCH: An Adversarial Extraction Attack Framework for Deep Learning Models

arXiv preprint arXiv:2209.06300

William Hackett

Stefan Trawicki

Zhengxin Yu

Neeraj Suri

Peter Garraghan

2022/9/13

HUNTER: AI based holistic resource management for sustainable cloud computing

Journal of Systems and Software

Shreshth Tuli

Sukhpal Singh Gill

Minxian Xu

Peter Garraghan

Rami Bahsoon

...

2022/2/1

Trimmer: Cost-Efficient Deep Learning Auto-tuning for Cloud Datacenters

Damian Borowiec

Gingfung Yeung

Adrian Friday

Richard Harper

Peter Garraghan

2022

Horus: Interference-Aware and Prediction-Based Scheduling in Deep Learning Systems

IEEE Transactions on Parallel and Distributed Systems

Gingfung Yeung

Damian Borowiec

Renyu Yang

Adrian Friday

Richard Harper

...

2021/5/11

The environmental consequence of deep learning

ITNOW

Damian Borowiec

Richard R Harper

Peter Garraghan

2021/12/1

Using Data Centre Waste Heat to Dry Coffee Whilst Supplying Small-Scale Farmers With ICT: A Novel Idea and a Case Study Based on a Systems Approach.

Petter Terenius

Peter Garraghan

RHR Harper

2020/9

Start: Straggler prediction and mitigation for cloud computing environments using encoder lstm networks

IEEE Transactions on Services Computing

Shreshth Tuli

Sukhpal S Gill

Peter Garraghan

Rajkumar Buyya

Giuliano Casale

...

2021/11/23

TRACTOR: Traffic‐aware and power‐efficient virtual machine placement in edge‐cloud data centers using artificial bee colony optimization

International Journal of Communication Systems

Sayyid Shahab Nabavi

Sukhpal Singh Gill

Minxian Xu

Mohammad Masdari

Peter Garraghan

2021

Controller-in-the-middle: Attacks on software defined networks in industrial control systems

Joseph Gardiner

Adam Eiffert

Peter Garraghan

Nicholas Race

Shishir Nagaraja

...

2021/11/15

An Empirical Study of Inter-cluster Resource Orchestration within Federated Cloud Clusters

Dominic Lindsay

Gingfung Yeung

Yehia Elkhatib

Peter Garraghan

2021/8/23

The evolution of distributed computing systems: from fundamental to new frontiers

Computing

Dominic Lindsay

Sukhpal Singh Gill

Daria Smirnova

Peter Garraghan

2021/1/30

Performance-aware speculative resource oversubscription for large-scale clusters

IEEE Transactions on Parallel and Distributed Systems

Renyu Yang

Chunming Hu

Xiaoyang Sun

Peter Garraghan

Tianyu Wo

...

2020/1/28

ThermoSim: Deep learning based framework for modeling and simulation of thermal-aware resource management for cloud computing environments

Journal of Systems and Software

Sukhpal Singh Gill

Shreshth Tuli

Adel Nadjaran Toosi

Felix Cuadrado

Peter Garraghan

...

2020/8/1

Tails in the Cloud: a Survey and Taxonomy of Straggler Management within Large‑scale Cloud Data Centres

Sukhpal Singh Gill

Xue Ouyang

Peter Garraghan

2020/12

Horus: An Interference-aware Resource Manager for Deep Learning Systems

Gingfung Yeung

Damian Borowiec

Renyu Yang

Adrian Friday

Richard Harper

...

2020

Towards GPU Utilization Prediction for Cloud Deep Learning

Gingfung Yeung

Damian Borowiec

Adrian Friday

Richard Harper

Peter Garraghan

2020/7

See List of Professors in Peter Garraghan University(Lancaster University)

Co-Authors

H-index: 50
Jie Xu

Jie Xu

University of Leeds

H-index: 45
Sukhpal Singh Gill

Sukhpal Singh Gill

Queen Mary University of London

H-index: 40
Neeraj Suri

Neeraj Suri

Lancaster University

H-index: 23
Paul Townend

Paul Townend

Umeå universitet

H-index: 23
Renyu Yang

Renyu Yang

University of Leeds

H-index: 19
Zhenyu Wen

Zhenyu Wen

Newcastle University

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