Pooyan Jamshidi

Pooyan Jamshidi

University of South Carolina

H-index: 37

North America-United States

About Pooyan Jamshidi

Pooyan Jamshidi, With an exceptional h-index of 37 and a recent h-index of 32 (since 2020), a distinguished researcher at University of South Carolina, specializes in the field of Machine Learning Systems, Causality, Computer Systems, Adversarial Machine Learning, Autonomous Systems.

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

FlexiBO: A Decoupled Cost-Aware Multi-objective Optimization Approach for Deep Neural Networks (Abstract Reprint)

CURE: Simulation-Augmented Auto-Tuning in Robotics

Software Engineering for Robotics: Future Research Directions; Report from the 2023 Workshop on Software Engineering for Robotics

[Solution] IPA: Inference Pipeline Adaptation to achieve high accuracy and cost-efficiency

Sponge: Inference Serving with Dynamic SLOs Using In-Place Vertical Scaling

Reconciling high accuracy, cost-efficiency, and low latency of inference serving systems

CAMEO: A Causal Transfer Learning Approach for Performance Optimization of Configurable Computer Systems

Rethinking Robust Contrastive Learning from the Adversarial Perspective

Pooyan Jamshidi Information

University

Position

Assistant Professor Computer Science

Citations(all)

7342

Citations(since 2020)

5123

Cited By

4437

hIndex(all)

37

hIndex(since 2020)

32

i10Index(all)

87

i10Index(since 2020)

60

Email

University Profile Page

University of South Carolina

Google Scholar

View Google Scholar Profile

Pooyan Jamshidi Skills & Research Interests

Machine Learning Systems

Causality

Computer Systems

Adversarial Machine Learning

Autonomous Systems

Top articles of Pooyan Jamshidi

Title

Journal

Author(s)

Publication Date

FlexiBO: A Decoupled Cost-Aware Multi-objective Optimization Approach for Deep Neural Networks (Abstract Reprint)

Journal of Artificial Intelligence Research (JAIR)

Md Shahriar Iqbal

Jianhai Su

Lars Kotthoff

Pooyan Jamshidi

2020/1/18

CURE: Simulation-Augmented Auto-Tuning in Robotics

arXiv preprint arXiv:2402.05399

Md Abir Hossen

Sonam Kharade

Jason M O'Kane

Bradley Schmerl

David Garlan

...

2024/2/8

Software Engineering for Robotics: Future Research Directions; Report from the 2023 Workshop on Software Engineering for Robotics

arXiv preprint arXiv:2401.12317

Claire Le Goues

Sebastian Elbaum

David Anthony

Z Berkay Celik

Mauricio Castillo-Effen

...

2024/1/22

[Solution] IPA: Inference Pipeline Adaptation to achieve high accuracy and cost-efficiency

Journal of Systems Research

Saeid Ghafouri

Kamran Razavi

Mehran Salmani

Alireza Sanaee

Tania Lorido Botran

...

2024

Sponge: Inference Serving with Dynamic SLOs Using In-Place Vertical Scaling

Kamran Razavi

Saeid Ghafouri

Max Mühlhäuser

Pooyan Jamshidi

Lin Wang

2024/4/22

Reconciling high accuracy, cost-efficiency, and low latency of inference serving systems

Mehran Salmani

Saeid Ghafouri

Alireza Sanaee

Kamran Razavi

Max Mühlhäuser

...

2023/5/8

CAMEO: A Causal Transfer Learning Approach for Performance Optimization of Configurable Computer Systems

14th ACM Symposium on Cloud Computing (SoCC'23)

Md Shahriar Iqbal

Ziyuan Zhong

Iftakhar Ahmad

Baishakhi Ray

Pooyan Jamshidi

2023/6/13

Rethinking Robust Contrastive Learning from the Adversarial Perspective

arXiv preprint arXiv:2302.02502

Fatemeh Ghofrani

Mehdi Yaghouti

Pooyan Jamshidi

2023/2/5

Introducing Interactions in Multi-Objective Optimization of Software Architectures

arXiv preprint arXiv:2308.15084

Vittorio Cortellessa

J Andres Diaz-Pace

Daniele Di Pompeo

Sebastian Frank

Pooyan Jamshidi

...

2023/8/29

On the Role of Contrastive Representation Learning in Adversarial Robustness: An Empirical Study.

CoRR

Fatemeh Ghofrani

Mehdi Yaghouti

Pooyan Jamshidi

2023

IPA: Inference Pipeline Adaptation to Achieve High Accuracy and Cost-Efficiency

arXiv preprint arXiv:2308.12871

Saeid Ghafouri

Kamran Razavi

Mehran Salmani

Alireza Sanaee

Tania Lorido-Botran

...

2023/8/24

Independent Modular Networks

arXiv preprint arXiv:2306.01316

Hamed Damirchi

Forest Agostinelli

Pooyan Jamshidi

2023/6/2

CaRE: Finding Root Causes of Configuration Issues in Highly-Configurable Robots

IEEE Robotics and Automation Letters

Md Abir Hossen

Sonam Kharade

Bradley Schmerl

Javier Cámara

Jason M O'Kane

...

2023/5/29

HEET: A Heterogeneity Measure to Quantify the Difference across Distributed Computing Systems

arXiv preprint arXiv:2312.03235

Ali Mokhtari

Saeid Ghafouri

Pooyan Jamshidi

Mohsen Amini Salehi

2023/12/6

AI for Addressing Unknown Unknowns in Outer Solar System Missions

53rd Lunar and Planetary Science Conference

EC Czaplinski

J Cámara

K Dzurilla

MA Hossen

B Schmerl

...

2022/3

Change point detection for MongoDB time series performance regression

Mark Leznik

Md Shahriar Iqbal

Igor Trubin

Arne Lochner

Pooyan Jamshidi

...

2022/7/14

Pre-trained language transformers are universal image classifiers

arXiv preprint arXiv:2201.10182

Rahul Goel

Modar Sulaiman

Kimia Noorbakhsh

Mahdi Sharifi

Rajesh Sharma

...

2022/1/25

Felare: Fair scheduling of machine learning tasks on heterogeneous edge systems

Ali Mokhtari

Md Abir Hossen

Pooyan Jamshidi

Mohsen Amini Salehi

2022/7/10

Getting the Best Bang For Your Buck: Choosing What to Evaluate for Faster Bayesian Optimization

Md Shahriar Iqbal

Jianhai Su

Lars Kotthoff

Pooyan Jamshidi

2022/5

Guidelines for artifacts to support industry-relevant research on self-adaptation

ACM SIGSOFT Software Engineering Notes

Danny Weyns

Ilias Gerostathopoulos

Barbora Buhnova

Nicolás Cardozo

Emilia Cioroaica

...

2022/9/28

See List of Professors in Pooyan Jamshidi University(University of South Carolina)

Co-Authors

H-index: 82
David Garlan

David Garlan

Carnegie Mellon University

H-index: 69
Christian Kästner

Christian Kästner

Carnegie Mellon University

H-index: 53
Claus Pahl

Claus Pahl

Libera Università di Bolzano

H-index: 44
Bradley Schmerl

Bradley Schmerl

Carnegie Mellon University

H-index: 37
Norbert Siegmund

Norbert Siegmund

Universität Leipzig

H-index: 31
André van Hoorn

André van Hoorn

Universität Stuttgart

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