Capstone Projects Supervised
| Project Title |
Industry Partner |
Date |
Number of Students |
| Data-Driven Generation of Digital Ad Creatives |
ResponsiveAds
|
May 2026 |
4 |
| Image Analysis of Park Infrastructure |
BC Parks
|
May 2026 |
4 |
|
Grounded AI for Road Maintenance Decisions:
Evaluating Retrieval Quality and Failure Modes
|
PavePal Technologies Inc.
|
May 2026 |
4 |
| Machine Learning Classification of APIs in Code Repositories |
TeejLab
|
May 2026 |
4 |
| AI-Driven Wildfire Prediction and Data Integration Platform |
Bayes Studio Inc.
|
May 2025 |
4 |
| AutoML CI/CD/CT: Continuous Training and Deployment Pipeline |
Bayes Studio Inc.
|
May 2025 |
4 |
| Forecasting Bitcoin Transaction Fees |
Trilemma Foundation
|
May 2025 |
4 |
| Quant AI-Powered IP Valuation |
ViRA360 |
May 2025 |
4 |
Educational Software Packages
- Agora: An open-source web-based application that facilitates online and in-class student participation with the goal of improving students' engagement and diversity. To learn more about Agora, please check here.
- Mechanical TA 2: An open-source web-based peer grading system that uses teaching assistants (TAs) for selective spot-checks, incentivizing high-quality grading. To learn more about Mechanical TA 2, please check here.
Publications and Preprints
Expanding the Horizons of Autograding: Innovative Questions at
UBC - 2025
ACM Technical Symposium on Computer Science Education (SIGCSE TS 2025)
J. Niu, J. Wong, C. Lake, J. Rahardjo, H. Zarkoob, O. Ola, P. Belleville, K. Mochetti, M. Allen, F. Moosvi, S. Wolfman
[pdf]
AI-powered Methods for Academic Assessment: Overcoming Scalability Challenges in Large University Classrooms and Conference Review - 2024
UBC Library (PhD thesis)
[pdf]
Agora: Motivating and Measuring Engagement in Large-Class Discussions - 2024
ACM Conference on Innovation and Technology in Computer Science Education (ITiCSE 2024)
H. Zarkoob, S. Nand, K. Leyton-Brown, G. Toti
[pdf]
Mechanical TA 2: Peer Grading With TA and Algorithmic Support - 2024
ACM Technical Symposium on Computer Science Education (SIGCSE TS 2024)
H. Zarkoob, K. Leyton-Brown
[pdf]
Matching Papers and Reviewers at Large Conferences - 2024
The Journal of Artificial Intelligence (AIJ 2024)
K. Leyton-Brown, Mausam, Y. Nandwani*, H. Zarkoob*, C. Cameron, N. Newman, D. Raghu
* Joint student lead authors
[pdf]
Better Peer Grading through Bayesian Inference - 2023
AAAI Conference on Artificial Intelligence (AAAI 2023)
H. Zarkoob, G. d'Eon, L. Podina, K. Leyton-Brown
[pdf]
Mechanical TA 2: A System for Peer Grading with TA Support - 2021
(CoRR)
H. Zarkoob, F. Abdolhosseini, K. Leyton-Brown
[pdf]
Report-sensitive spot-checking in peer grading systems - 2020
Nineteenth International Conference on Autonomous Agents and Multi-Agent Systems AAMAS 2020
(This article supersedes an AAMAS 2019 extended abstract with the same title)
H. Zarkoob, H. Fu, K. Leyton-Brown
[pdf]
Smarter Parking: Using AI to Identify Parking Inefficiencies in Vancouver - 2019
(CoRR)
D. Graham , S. K. Sarraf, T. Lundy, A. MohammadMehr, S. Uppal, T. Y. Lee, H. Zarkoob, S. D. Kominers, K. Leyton-Brown
[pdf]
Optimizing one-way car sharing systems - 2015
SFU Library (Masters thesis)
[pdf]