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<!DOCTYPE html>
<html lang="en" data-bs-theme="auto">
<head>
<script src="./assets/js/color-modes.js"></script>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1 ">
<meta name="description" content="Profile of Dr. Vahdat Abdelzad">
<meta name="author" content="Vahdat Abdelzad">
<title>Vahdat Abdelzad</title>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@docsearch/css@3">
<link href="./assets/dist/css/bootstrap.min.css" rel="stylesheet">
<style>
.bd-placeholder-img {
font-size: 1.125rem;
text-anchor: middle;
-webkit-user-select: none;
-moz-user-select: none;
user-select: none;
}
@media (min-width: 768px) {
.bd-placeholder-img-lg {
font-size: 3.5rem;
}
}
.b-example-divider {
width: 100%;
height: 3rem;
background-color: rgba(0, 0, 0, .1);
border: solid rgba(0, 0, 0, .15);
border-width: 1px 0;
box-shadow: inset 0 .5em 1.5em rgba(0, 0, 0, .1), inset 0 .125em .5em rgba(0, 0, 0, .15);
}
.b-example-vr {
flex-shrink: 0;
width: 1.5rem;
height: 100vh;
}
.bi {
vertical-align: -.125em;
fill: currentColor;
}
.nav-scroller {
position: relative;
z-index: 2;
height: 2.75rem;
overflow-y: hidden;
}
.nav-scroller .nav {
display: flex;
flex-wrap: nowrap;
padding-bottom: 1rem;
margin-top: -1px;
overflow-x: auto;
text-align: center;
white-space: nowrap;
-webkit-overflow-scrolling: touch;
}
.btn-bd-primary {
--bd-violet-bg: #712cf9;
--bd-violet-rgb: 112.520718, 44.062154, 249.437846;
--bs-btn-font-weight: 600;
--bs-btn-color: var(--bs-white);
--bs-btn-bg: var(--bd-violet-bg);
--bs-btn-border-color: var(--bd-violet-bg);
--bs-btn-hover-color: var(--bs-white);
--bs-btn-hover-bg: #6528e0;
--bs-btn-hover-border-color: #6528e0;
--bs-btn-focus-shadow-rgb: var(--bd-violet-rgb);
--bs-btn-active-color: var(--bs-btn-hover-color);
--bs-btn-active-bg: #5a23c8;
--bs-btn-active-border-color: #5a23c8;
}
.bd-mode-toggle {
z-index: 1500;
}
.bd-mode-toggle .dropdown-menu .active .bi {
display: block !important;
}
.container {
max-width: 970px;
}
.publication {
display: flex;
align-items: center;
}
.publication img {
width: 120px;
height: 120px;
margin-right: 15px;
}
.publication-links a {
margin-right: 10px;
}
body {
background-image: linear-gradient(180deg, var(--bs-secondary-bg), var(--bs-body-bg) 100px, var(--bs-body-bg));
}
.publication-image {
max-width: 100%;
height: auto;
}
@media (max-width: 768px) { /* Adjust the max-width value as needed */
.publication-image {
display: none;
}
}
</style>
<!-- Custom styles for this template -->
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</head>
<body class="d-flex h-100 text-bg-blue">
<svg xmlns="http://www.w3.org/2000/svg" class="d-none">
<symbol id="check2" viewBox="0 0 16 16">
<path d="M13.854 3.646a.5.5 0 0 1 0 .708l-7 7a.5.5 0 0 1-.708 0l-3.5-3.5a.5.5 0 1 1 .708-.708L6.5 10.293l6.646-6.647a.5.5 0 0 1 .708 0z"/>
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</symbol>
</svg>
<div class="dropdown position-fixed bottom-0 end-0 mb-3 me-3 bd-mode-toggle">
<button class="btn btn-bd-primary py-2 dropdown-toggle d-flex align-items-center"
id="bd-theme"
type="button"
aria-expanded="false"
data-bs-toggle="dropdown"
aria-label="Toggle theme (auto)">
<svg class="bi my-1 theme-icon-active" width="1em" height="1em"><use href="#circle-half"></use></svg>
<span class="visually-hidden" id="bd-theme-text">Toggle theme</span>
</button>
<ul class="dropdown-menu dropdown-menu-end shadow" aria-labelledby="bd-theme-text">
<li>
<button type="button" class="dropdown-item d-flex align-items-center" data-bs-theme-value="light" aria-pressed="false">
<svg class="bi me-2 opacity-50" width="1em" height="1em"><use href="#sun-fill"></use></svg>
Light
<svg class="bi ms-auto d-none" width="1em" height="1em"><use href="#check2"></use></svg>
</button>
</li>
<li>
<button type="button" class="dropdown-item d-flex align-items-center" data-bs-theme-value="dark" aria-pressed="false">
<svg class="bi me-2 opacity-50" width="1em" height="1em"><use href="#moon-stars-fill"></use></svg>
Dark
<svg class="bi ms-auto d-none" width="1em" height="1em"><use href="#check2"></use></svg>
</button>
</li>
<li>
<button type="button" class="dropdown-item d-flex align-items-center active" data-bs-theme-value="auto" aria-pressed="true">
<svg class="bi me-2 opacity-50" width="1em" height="1em"><use href="#circle-half"></use></svg>
Auto
<svg class="bi ms-auto d-none" width="1em" height="1em"><use href="#check2"></use></svg>
</button>
</li>
</ul>
</div>
<div class="container py-3">
<header>
<div class="d-flex flex-column flex-md-row align-items-center pb-3 mb-4 border-bottom">
<span class="h4">Vahdat Abdelzad</span>
<nav class="d-inline-flex mt-2 mt-md-0 ms-md-auto">
<a class="me-3 py-2 link-body-emphasis text-decoration-none" href="mailto:v.abdelzad@gmail.com" title="Contact">
<svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" class="bi bi-envelope" viewBox="0 0 16 16">
<path d="M0 4a2 2 0 0 1 2-2h12a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2zm2-1a1 1 0 0 0-1 1v.217l7 4.2 7-4.2V4a1 1 0 0 0-1-1zm13 2.383-4.708 2.825L15 11.105zm-.034 6.876-5.64-3.471L8 9.583l-1.326-.795-5.64 3.47A1 1 0 0 0 2 13h12a1 1 0 0 0 .966-.741M1 11.105l4.708-2.897L1 5.383z"/>
</svg>
</a>
<a class="me-3 py-2 link-body-emphasis text-decoration-none" href="https://github.com/vahdat-ab" title="Github" target="_blank" rel="noopener noreferrer">
<svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" class="bi bi-github" viewBox="0 0 16 16">
<path d="M8 0C3.58 0 0 3.58 0 8c0 3.54 2.29 6.53 5.47 7.59.4.07.55-.17.55-.38 0-.19-.01-.82-.01-1.49-2.01.37-2.53-.49-2.69-.94-.09-.23-.48-.94-.82-1.13-.28-.15-.68-.52-.01-.53.63-.01 1.08.58 1.23.82.72 1.21 1.87.87 2.33.66.07-.52.28-.87.51-1.07-1.78-.2-3.64-.89-3.64-3.95 0-.87.31-1.59.82-2.15-.08-.2-.36-1.02.08-2.12 0 0 .67-.21 2.2.82.64-.18 1.32-.27 2-.27s1.36.09 2 .27c1.53-1.04 2.2-.82 2.2-.82.44 1.1.16 1.92.08 2.12.51.56.82 1.27.82 2.15 0 3.07-1.87 3.75-3.65 3.95.29.25.54.73.54 1.48 0 1.07-.01 1.93-.01 2.2 0 .21.15.46.55.38A8.01 8.01 0 0 0 16 8c0-4.42-3.58-8-8-8"/>
</svg>
</a>
<a class="me-3 py-2 link-body-emphasis text-decoration-none" href="https://x.com/vahdatabdelzad" title="Twitter/X" target="_blank" rel="noopener noreferrer">
<svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" class="bi bi-twitter" viewBox="0 0 16 16">
<path d="M5.026 15c6.038 0 9.341-5.003 9.341-9.334q.002-.211-.006-.422A6.7 6.7 0 0 0 16 3.542a6.7 6.7 0 0 1-1.889.518 3.3 3.3 0 0 0 1.447-1.817 6.5 6.5 0 0 1-2.087.793A3.286 3.286 0 0 0 7.875 6.03a9.32 9.32 0 0 1-6.767-3.429 3.29 3.29 0 0 0 1.018 4.382A3.3 3.3 0 0 1 .64 6.575v.045a3.29 3.29 0 0 0 2.632 3.218 3.2 3.2 0 0 1-.865.115 3 3 0 0 1-.614-.057 3.28 3.28 0 0 0 3.067 2.277A6.6 6.6 0 0 1 .78 13.58a6 6 0 0 1-.78-.045A9.34 9.34 0 0 0 5.026 15"/>
</svg>
</a>
<a class="me-3 py-2 link-body-emphasis text-decoration-none" href="https://www.linkedin.com/in/vahdat-abdelzad-86b6204b" title="LinkedIn" target="_blank" rel="noopener noreferrer">
<svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" class="bi bi-linkedin" viewBox="0 0 16 16">
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</svg>
</a>
<a class="me-3 py-2 link-body-emphasis text-decoration-none" href="https://scholar.google.ca/citations?user=J4FYcjAAAAAJ&hl=en" title="Google Scholar" target="_blank" rel="noopener noreferrer">
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<path d="M15.545 6.558a9.4 9.4 0 0 1 .139 1.626c0 2.434-.87 4.492-2.384 5.885h.002C11.978 15.292 10.158 16 8 16A8 8 0 1 1 8 0a7.7 7.7 0 0 1 5.352 2.082l-2.284 2.284A4.35 4.35 0 0 0 8 3.166c-2.087 0-3.86 1.408-4.492 3.304a4.8 4.8 0 0 0 0 3.063h.003c.635 1.893 2.405 3.301 4.492 3.301 1.078 0 2.004-.276 2.722-.764h-.003a3.7 3.7 0 0 0 1.599-2.431H8v-3.08z"/>
</svg>
</a>
</nav>
</div>
</header>
<main>
<div class="row justify-content-center">
<!-- Image Column -->
<div class="col-12 col-md-3 order-md-2 text-center">
<img src="vahdat_abdelzad.jpg" alt="The profile picture of Dr. Vahdat Abdelzad" class="rounded-circle" width="150" height="150">
</div>
<div class="col-12 col-md-9 order-md-1">
<p class="fs-7 px-3 pb-md-4" style="text-align: justify;">
I am a researcher and engineer in computer science and engineering with experience in deep learning and software engineering. I am currently a Senior Staff AI Engineer at VWGoA, ICC, where I work on foundation models for autonomous vehicles. I am particularly interested in how the broad knowledge encoded in foundation models can be leveraged to create safe and robust autonomous driving systems.<br>
Previously, I was a research associate at the University of Waterloo, collaborating with Prof. <a href="https://scholar.google.ca/citations?user=ZzCpumQAAAAJ&hl=en" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Krzysztof Czarnecki</a>. In this role, I specialized in out-of-distribution detection, 3D object detection, and domain adaptation for autonomous vehicles, contributing to advancements in autonomous driving technology.<br>
Before this, I completed a postdoctoral fellowship at the University of Waterloo under the supervision of Prof. <a href="https://scholar.google.ca/citations?user=ZzCpumQAAAAJ&hl=en" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Krzysztof Czarnecki</a>. During my post-doc, I focused on Explainable AI (XAI), active learning, and uncertainty estimation for deep neural networks, further honing my expertise in cutting-edge machine learning techniques.<br>
I have obtained my Ph.D. from the University of Ottawa, where I worked under the esteemed supervision of Prof. <a href="https://scholar.google.com/citations?user=1sqvSQkAAAAJ&hl=en" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Timothy C. Lethbridge</a>. My doctoral research centered on modularity for model-based software engineering, and I made significant contributions to the <a href="https://cruise.umple.org/umple/" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Umple</a> project.
<!-- I conducted research on requirement engineering and software architecture during my M.Sc. under the supervision of Prof. <a href="https://scholar.google.com/citations?user=WacQk64AAAAJ&hl=en" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Fereidoon Shams Aliee</a>. -->
</p>
</div>
</div>
<div class="row pb-3 border-bottom">
<div class="col-9">
<span class="h4 ">Publications</span>
</div>
</div>
<br>
<div class="row px-3 ">
<div class="list-group list-group-flush">
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<div class="list-group-item publication list-group-item-action">
<img src="publications/2025_VADet_Multi-frame_iDAR_3D_Object_Detection_using_Variable_Aggregation.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://https://ieeexplore.ieee.org/document/10943960" class="text-decoration-none " target="_blank" rel="noopener noreferrer">VADet: Multi-Frame LiDAR 3D Object Detection Using Variable Aggregation</a>
</p>
<p class="mb-1">
Chengjie Huang, <strong>Vahdat Abdelzad</strong> , Sean Sedwards, Krzysztof Czarnecki.
</p>
<p class="mb-1">
<em>WACV, 2025.</em>
</p>
<p>
[<a href="publications/2025_VADet_Multi-frame_iDAR_3D_Object_Detection_using_Variable_Aggregation.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
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<!-- start -->
<div class="list-group-item publication list-group-item-action">
<img src="publications/2024_3D_Object_Detection_Using_Sparsely_Labelled_Sequential_Data.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://its.papercept.net/conferences/scripts/abstract.pl?ConfID=87&Number=648" class="text-decoration-none " target="_blank" rel="noopener noreferrer">3D Object Detection with Track-Based Auto-Labelling Using Very Sparsely Labelled Data</a>
</p>
<p class="mb-1">
Mei Qi Tang, <strong>Vahdat Abdelzad</strong> , Chengjie Huang, Sean Sedwards, Krzysztof Czarnecki.
</p>
<p class="mb-1">
<em>ITSC, 2024.</em>
</p>
<p>
[<a href="publications/2024_3D_Object_Detection_Using_Sparsely_Labelled_Sequential_Data.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
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<!-- start -->
<div class="list-group-item publication list-group-item-action">
<img src="publications/2023_SOAP--_Cross-Sensor_Domain_Adaptation_for_3D_Object_Detection_Using_Stationary_Object_Aggregation_Pseudo-labelling.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://openaccess.thecvf.com/content/WACV2024/papers/Huang_SOAP_Cross-Sensor_Domain_Adaptation_for_3D_Object_Detection_Using_Stationary_WACV_2024_paper.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">SOAP: Cross-sensor Domain Adaptation for 3D Object Detection Using Stationary Object Aggregation Pseudo-labelling</a>
</p>
<p class="mb-1">
Chengjie Huang, <strong>Vahdat Abdelzad</strong>, Sean Sedwards, Krzysztof Czarnecki.
</p>
<p class="mb-1">
<em>WACV, 2023.</em>
</p>
<p>
[<a href="publications/2023_SOAP--_Cross-Sensor_Domain_Adaptation_for_3D_Object_Detection_Using_Stationary_Object_Aggregation_Pseudo-labelling.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
<!-- end -->
<!-- start -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2022_Out-of-Distribution_Detection_for_LiDAR-based_3D_Object_Detection.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://arxiv.org/abs/2209.14435" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Out-of-Distribution Detection for LiDAR-based 3D Object Detection</a>
</p>
<p class="mb-1">
Chengjie Huang, Van Duong Nguyen, <strong>Vahdat Abdelzad</strong>, Christopher Gus Mannes, Luke Rowe, Benjamin Therien, Rick Salay, Krzysztof Czarnecki.
</p>
<p class="mb-1">
<em>ITSC, 2022.</em>
</p>
<p>
[<a href="publications/2022_Out-of-Distribution_Detection_for_LiDAR-based_3D_Object_Detection.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
<!-- end -->
<!-- start -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2022_LiDAR-MIMO--_Efficient_Uncertainty_Estimation_for_LiDAR-based_3D_Object_Detection.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://ieeexplore.ieee.org/document/9827244" class="text-decoration-none" target="_blank" rel="noopener noreferrer">LiDAR-MIMO: Efficient Uncertainty Estimation for LiDAR-based 3D Object Detection</a>
</p>
<p class="mb-1">
Matthew Pitropov, Chengjie Huang, <strong>Vahdat Abdelzad</strong>, Krzysztof Czarnecki, Steven Waslander.
</p>
<p class="mb-1">
<em>IV, 2022.</em>
</p>
<p>
[<a href="publications/2022_LiDAR-MIMO--_Efficient_Uncertainty_Estimation_for_LiDAR-based_3D_Object_Detection.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
<!-- end -->
<!-- start -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2022_The_Missing_Link--_Developing_a_Safety_Case_for_Perception_Components_in_Automated_Driving.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://saemobilus.sae.org/articles/missing-link-developing-a-safety-case-perception-components-automated-driving-2022-01-0818" class="text-decoration-none" target="_blank" rel="noopener noreferrer">The Missing Link: Developing a Safety Case for Perception Components in Automated Driving</a>
</p>
<p class="mb-1">
Rick Salay, Krzysztof Czarnecki, Hiroshi Kuwajima, Hirotoshi Yasuoka, <strong>Vahdat Abdelzad</strong>, Chengjie Huang, Maximilian Kahn, Van Duong Nguyen, Toshihiro Nakae.
</p>
<p class="mb-1">
<em>SAE, 2022.</em>
</p>
<p>
[<a href="publications/2022_The_Missing_Link--_Developing_a_Safety_Case_for_Perception_Components_in_Automated_Driving.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
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<!-- start -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2021_XC--_Exploring_Quantitative_Use_Cases_for_Explanations_in_3D_Object_Detection.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://xai4debugging.github.io/files/papers/xc_exploring_quantitative_use_.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">XC: Exploring Quantitative Use Cases for Explanations in 3D Object Detection</a>
</p>
<p class="mb-1">
Sunsheng Gu, <strong>Vahdat Abdelzad</strong>, Krzysztof Czarnecki.
</p>
<p class="mb-1">
<em>XAI4Debugging, NeurIPS, 2021.</em>
</p>
<p>
[<a href="publications/2021_XC--_Exploring_Quantitative_Use_Cases_for_Explanations_in_3D_Object_Detection.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
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<!-- start -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2021_Umple--_Model-driven_Development_for_Open_Source_and_Education.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://www.sciencedirect.com/science/article/pii/S0167642321000587" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Umple: Model-driven Development for Open Source and Education</a>
</p>
<p class="mb-1">
Timothy C Lethbridge, Andrew Forward, Omar Badreddin, Dusan Brestovansky, Miguel Garzon, Hamoud Aljamaan, Sultan Eid, Ahmed Husseini Orabi, Mahmoud Husseini Orabi, <strong>Vahdat Abdelzad</strong>, Opeyemi Adesina, Aliaa Alghamdi, Abdulaziz Algablan, Amid Zakariapour.
</p>
<p class="mb-1">
<em>Science of Computer Programming, Volume 208, 2021.</em>
</p>
<p>
[<a href="publications/2021_Umple--_Model-driven_Development_for_Open_Source_and_Education.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
<!-- end -->
<!-- start -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2021_Non-divergent_Imitation_for_Verification_of_Complex_Learned_Controllers.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://ieeexplore.ieee.org/document/9533410" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Non-divergent Imitation for Verification of Complex Learned Controllers</a>
</p>
<p class="mb-1">
<strong>Vahdat Abdelzad</strong>, Jaeyoung Lee, Sean Sedwards, Soheil Soltani, Krzysztof Czarnecki.
</p>
<p class="mb-1">
<em> IJCNN, 2021.</em>
</p>
<p>
[<a href="publications/2021_Non-divergent_Imitation_for_Verification_of_Complex_Learned_Controllers.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
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<!-- start -->
<div class="list-group-item publication list-group-item-action">
<img src="publications/2020_The_Effect_of_Optimization_Methods_on_the_Robustness_of_Out-of-Distribution_Detection_Approaches.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://arxiv.org/abs/2006.14584" class="text-decoration-none" target="_blank" rel="noopener noreferrer">The Effect of Optimization Methods on the Robustness of Out-of-Distribution Detection Approaches</a>
</p>
<p class="mb-1">
<strong>Vahdat Abdelzad</strong>, Krzysztof Czarnecki, Rick Salay.
</p>
<p class="mb-1">
<em>arXiv:2006.14584, 2020.</em>
</p>
<p>
[<a href="publications/2020_The_Effect_of_Optimization_Methods_on_the_Robustness_of_Out-of-Distribution_Detection_Approaches.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
<!-- end -->
<!-- start -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2020_Simple_Continual_Learning_Strategies_for_Safer_Classifers.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://ceur-ws.org/Vol-2560/paper6.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Simple Continual Learning Strategies for Safer Classifers</a>
</p>
<p class="mb-1">
Ashish Gaurav, Sachin Vernekar, Jaeyoung Lee, <strong>Vahdat Abdelzad</strong>, Krzysztof Czarnecki, Sean Sedwards.
</p>
<p class="mb-1">
<em>SafeAI, AAAI, 2020.</em>
</p>
<p>
[<a href="publications/2020_Simple_Continual_Learning_Strategies_for_Safer_Classifers.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
<!-- end -->
<!-- start -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2020_Accelerating_the_Training_of_Convolutional_Neural_Networks_for_Image_Segmentation_with_Deep_Active_Learning.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://ieeexplore.ieee.org/document/9294260" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Accelerating the Training of Convolutional Neural Networks for Image Segmentation with Deep Active Learn</a>
</p>
<p class="mb-1">
Weitao Chen, Rick Salay, Sean Sedwards, <strong>Vahdat Abdelzad</strong>, Krzysztof Czarnecki.
</p>
<p class="mb-1">
<em>ITSC, 2020.</em>
</p>
<p>
[<a href="publications/2020_Accelerating_the_Training_of_Convolutional_Neural_Networks_for_Image_Segmentation_with_Deep_Active_Learning.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
<!-- end -->
<!-- start -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2020_Improved_Policy_Extraction_via_Online_Q-Value_Distillation.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://ieeexplore.ieee.org/document/9207648" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Improved Policy Extraction via Online Q-Value Distillation</a>
</p>
<p class="mb-1">
Aman Jhunjhunwala, Jaeyoung Lee, Sean Sedwards, <strong>Vahdat Abdelzad</strong>, Krzysztof Czarnecki.
</p>
<p class="mb-1">
<em>WCCI, 2020.</em>
</p>
<p>
[<a href="publications/2020_Improved_Policy_Extraction_via_Online_Q-Value_Distillation.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
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<!-- start -->
<div class="list-group-item publication list-group-item-action">
<img src="publications/2019_Detecting_Out-of-Distribution_Inputs_in_Deep_Neural_Networks_Using_an_Early-Layer_Output.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://arxiv.org/abs/1910.10307" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Detecting Out-of-Distribution Inputs in Deep Neural Networks Using an Early-Layer Output</a>
</p>
<p class="mb-1 fst-italic">
<strong>Vahdat Abdelzad</strong>, Krzysztof Czarnecki, Rick Salay, Taylor Denouden, Sachin Vernekar, Buu Phan.
</p>
<p class="mb-1">
<em>arXiv:1910.10307, 2019.</em>
</p>
<p>
[<a href="publications/2019_Detecting_Out-of-Distribution_Inputs_in_Deep_Neural_Networks_Using_an_Early-Layer_Output.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
[<a href="https://github.com/vahdat-ab/OODL"class="text-decoration-none" target="_blank" rel="noopener noreferrer">code</a>]
</p>
</div>
</div>
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<!-- start -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2019_Out-of-distribution_Detection_in_Classifiers_via_Generation.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://arxiv.org/abs/1910.04241" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Out-of-distribution Detection in Classifiers via Generation</a>
</p>
<p class="mb-1">
Sachin Vernekar, Ashish Gaurav, <strong>Vahdat Abdelzad</strong>, Taylor Denouden, Rick Salay, Krzysztof Czarnecki.
</p>
<p class="mb-1">
<em>Safety and Robustness in Decision Making Workshop, NeurIPS, 2019.</em>
</p>
<p>
[<a href="publications/2019_Out-of-distribution_Detection_in_Classifiers_via_Generation.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
<!-- end -->
<!-- start -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2019_Analysis_of_Confident-Classifiers_for_Out-of-distribution_Detection.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://arxiv.org/abs/1904.12220" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Analysis of Confident-Classifiers for Out-of-distribution Detection</a>
</p>
<p class="mb-1">
Sachin Vernekar, Ashish Gaurav, Taylor Denouden, Buu Phan, <strong>Vahdat Abdelzad</strong>, Rick Salay, Krzysztof Czarnecki.
</p>
<p class="mb-1">
<em>SafeML, ICLR, 2019.</em>
</p>
<p>
[<a href="publications/2019_Analysis_of_Confident-Classifiers_for_Out-of-distribution_Detection.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
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<div class="list-group-item list-group-item-action publication">
<img src="publications/2018_Improving_Reconstruction_Autoencoder_Out-of-distribution_Detection_with_Mahalanobis_Distance.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://arxiv.org/abs/1812.02765" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Improving Reconstruction Autoencoder Out-of-distribution Detection with Mahalanobis Distance</a>
</p>
<p class="mb-1">
Taylor Denouden, Rick Salay, Krzysztof Czarnecki, <strong>Vahdat Abdelzad</strong>, Buu Phan, Sachin Vernekar.
</p>
<p class="mb-1">
<em>arXiv:1812.02765, 2018.</em>
</p>
<p>
[<a href="publications/2018_Improving_Reconstruction_Autoencoder_Out-of-distribution_Detection_with_Mahalanobis_Distance.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
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<!-- end -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2018_Calibrating_Uncertainties_in_Object_Localization_Task.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://arxiv.org/abs/1811.11210" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Calibrating Uncertainties in Object Localization Task</a>
</p>
<p class="mb-1">
Buu Phan, Rick Salay, Krzysztof Czarnecki, <strong>Vahdat Abdelzad</strong>, Taylor Denouden, Sachin Vernekar.
</p>
<p class="mb-1">
<em>The Third Bayesian Deep Learning Workshop, NeurIPS, 2018.</em>
</p>
<p>
[<a href="publications/2018_Calibrating_Uncertainties_in_Object_Localization_Task.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
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<!-- start -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2018_Collaborative_Software_Design_and_Modeling_in_Open_Source_Systems.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://link.springer.com/chapter/10.1007/978-3-030-01042-3_13" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Collaborative Software Design and Modeling in Open Source Systems</a>
</p>
<p class="mb-1">
Omar Badredd, Wahab Hamou-Lhad, <strong>Vahdat Abdelzad</strong>, Rahad Khandoker, Maged Elassar.
</p>
<p class="mb-1">
<em>SAM, 2018.</em>
</p>
<p>
[<a href="publications/2018_Collaborative_Software_Design_and_Modeling_in_Open_Source_Systems.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
<!-- end -->
<!-- start -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2016_Merging_Modeling_and_Programming_using_Umple.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://www.springerprofessional.de/en/merging-modeling-and-programming-using-umple/10816794" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Merging Modeling and Programming using Umple</a>
</p>
<p class="mb-1">
Timothy Lethbridge, <strong>Vahdat Abdelzad</strong>, Mahmoud Husseini Orabi, Ahmed Husseini Orabi, Opeyemi Adesina.
</p>
<p class="mb-1">
<em>ISoLA, 2016.</em>
</p>
<p>
[<a href="publications/2016_Merging_Modeling_and_Programming_using_Umple.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
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<!-- start -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2016_fSysML--_Foundational_Executable_SysML_for_Cyber-Physical_System_Modeling.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://gemoc.org/pub/20161004-GEMOC16/GEMOC_2016_paper_3.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">fSysML: Foundational Executable SysML for Cyber-Physical System Modeling</a>
</p>
<p class="mb-1">
Omar Badreddin, <strong>Vahdat Abdelzad</strong>, Timothy Lethbridge and Maged Elaasar.
</p>
<p class="mb-1">
<em>GEMOC, 2016.</em>
</p>
<p>
[<a href="publications/2016_fSysML--_Foundational_Executable_SysML_for_Cyber-Physical_System_Modeling.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
</div>
</div>
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<!-- start -->
<div class="list-group-item list-group-item-action publication">
<img src="publications/2016_The_Role_of_Semiotic_Engineering_in_Software_Engineering.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://ieeexplore.ieee.org/document/7809346" class="text-decoration-none" target="_blank" rel="noopener noreferrer">The Role of Semiotic Engineering in Software Engineering</a>
</p>
<p class="mb-1">
<strong>Vahdat Abdelzad</strong>, Timothy C. Lethbridge, Mahmood Hosseini.
</p>
<p class="mb-1">
<em>TOSE, ICSE, 2016.</em>
</p>
<p>
[<a href="publications/2016_The_Role_of_Semiotic_Engineering_in_Software_Engineering.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
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<img src="publications/2015_Promoting_Traits_into_Model-Driven_Development.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://link.springer.com/article/10.1007/s10270-015-0505-x" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Promoting Traits into Model-Driven Development</a>
</p>
<p class="mb-1">
<strong>Vahdat Abdelzad</strong>, Timothy C. Lethbridge.
</p>
<p class="mb-1">
<em>Software & Systems Modeling, 2015.</em>
</p>
<p>
[<a href="publications/2015_Promoting_Traits_into_Model-Driven_Development.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
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<img src="publications/2015_Extended_Traits_for_Model-Driven_Software_Development.png" alt="Paper Image" class="publication-image">
<div>
<p class="mb-1">
<a href="https://ceur-ws.org/Vol-1531/paper6.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Extended Traits for Model-Driven Software Development</a>
</p>
<p class="mb-1">
<strong>Vahdat Abdelzad</strong>.
</p>
<p class="mb-1">
<em>Doctoral Symposium at MoDELS, 2015.</em>
</p>
<p>
[<a href="publications/2015_Extended_Traits_for_Model-Driven_Software_Development.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
</p>
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<img src="publications/2015_Adding_a_Textual_Syntax_to_an_Existing_Graphical_Modeling_Language--_Experience_Report_with_GRL.png" alt="Paper Image" class="publication-image">
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<p class="mb-1">
<a href="https://link.springer.com/chapter/10.1007/978-3-319-24912-4_12" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Adding a Textual Syntax to an Existing Graphical Modeling Language: Experience Report with GRL</a>
</p>
<p class="mb-1">
<strong>Vahdat Abdelzad</strong>, Daniel Amyot, Timothy C. Lethbridge.
</p>
<p class="mb-1">
<em>SDL, 2015. </em>
</p>
<p>
[<a href="publications/2015_Adding_a_Textual_Syntax_to_an_Existing_Graphical_Modeling_Language--_Experience_Report_with_GRL.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
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<p class="mb-1">
<a href="https://ceur-ws.org/Vol-1402/paper6.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">A Textual Syntax with Tool Support for the Goal-oriented Requirement Language</a>
</p>
<p class="mb-1">
<strong>Vahdat Abdelzad</strong>, Daniel Amyot, Sanaa A. Alwidian, Timothy C. Lethbridge.
</p>
<p class="mb-1">
<em>The i* Workshop, 2015. </em>
</p>
<p>
[<a href="publications/2015_A_Textual_Syntax_with_Tool_Support_for_the_Goal-oriented_Requirement_Language.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
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<p class="mb-1">
<a href="https://www.transformation-tool-contest.eu/2014/solutions/fixml/ttc2014_submission_15.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">A Model-Driven Solution for Financial Data Representation Expressed in FIXML</a>
</p>
<p class="mb-1">
<strong>Vahdat Abdelzad</strong>, Hamoud Aljamaan, Opeyemi Adesina, Miguel A. Garzon, Timothy C. Lethbridge.
</p>
<p class="mb-1">
<em> TTC, STAF, 2014. </em>
</p>
<p>
[<a href="publications/2014_A_Model-Driven_Solution_for_Financial_Data_Representation_Expressed_in_FIXML.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
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<p class="mb-1">
<a href="https://www.ijcaonline.org/archives/volume33/number8/4038-5783/" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Testing Aspect-Oriented Programs with UML Activity Diagrams</a>
</p>
<p class="mb-1">
Somayeh Madadpour, Seyed-Hassan Mirian-Hosseinabadi, <strong>Vahdat Abdelzad</strong>.
</p>
<p class="mb-1">
<em> IJCA, vol. 33, no. 8, 2011. </em>
</p>
<p>
[<a href="publications/2011_Testing_Aspect-Oriented_Programs_with_UML_Activity_Diagrams.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
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<img src="publications/2011_Aspect-Oriented_Software_Development_Versus_Other_Development_Methods.png" alt="Paper Image" class="publication-image">
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<p class="mb-1">
<a href="https://www.jatit.org/volumes/Vol31No2/11Vol31No2.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">Aspect-Oriented Software Development Versus Other Development Methods</a>
</p>
<p class="mb-1">
<strong>Vahdat Abdelzad</strong>, Fereidoon Shams Aliess.
</p>
<p class="mb-1">
<em> JATIT, vol. 31, no. 2, 2011. </em>
</p>
<p>
[<a href="publications/2011_Aspect-Oriented_Software_Development_Versus_Other_Development_Methods.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
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<p class="mb-1">
<a href="publications/2010_A_Method_Based_on_Petri_Net_for_Identification_of_Aspects.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">A Method Based on Petri Net for Identification of Aspects</a>
</p>
<p class="mb-1">
<strong>Vahdat Abdelzad</strong>, Fereidoon Shams Aliess.
</p>
<p class="mb-1">
<em> Early Aspects, AOSD, 2010. </em>
</p>
<p>
[<a href="publications/2010_A_Method_Based_on_Petri_Net_for_Identification_of_Aspects.pdf" class="text-decoration-none" target="_blank" rel="noopener noreferrer">pdf</a>]
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