Research Artefacts

Artefact index

This page collects research artefacts I have been involved with, including publications, datasets, code releases, talks, posters, and related scholarly outputs.

Entries are ordered chronologically, newest first. Labels indicate artefact types and relevant research areas, since individual outputs may connect more than one line of work.

Types: Article Dataset Code Talk Poster
Topics: CPS DSL HEP ML Simulation Data FPGA Embedded

2026

"Orthogonal Compression for Edge Vision Transformers: Combining Recursive Weight-Sharing with Token Merging". Junseo Kim, Uraz Odyurt, Amirreza Yousefzadeh. CompSys 2026 Conference. 2026.
Talk
Embedded ML
"Recent Developments in Transformer Inference Deployment on FPGA Platforms: A Survey". Arjan Blankestijn, Uraz Odyurt, Amirreza Yousefzadeh. Journal of Systems Architecture. 2026.
Survey
FPGA Embedded ML

2025

"TrackCore-F: Deploying Transformer-Based Subatomic Particle Tracking on FPGAs". Arjan Blankestijn, Uraz Odyurt, Amirreza Yousefzadeh. European AI for Fundamental Physics Conference (EuCAIFCon 2025). 2025.
Article
HEP FPGA Embedded ML
"TrackFormers Part 2: Enhanced Transformer-Based Models for High-Energy Physics Track Reconstruction". Sascha Caron, Nadezhda Dobreva, Maarten Kimpel, Uraz Odyurt, Slav Pshenov, Roberto Ruiz de Austri Bazan, Eugene Shalugin, Zef Wolffs, Yue Zhao. European AI for Fundamental Physics Conference (EuCAIFCon 2025). 2025.
Article
HEP ML
"TrackFormers 2: Enhanced Transformer-Based Models for High-Energy Physics Track Reconstruction". Sascha Caron, Nadezhda Dobreva, Jose D. Martin-Guerrero, Uraz Odyurt, Slav Pshenov, Roberto Ruiz de Austri Bazan, Evgeniy Shalugin, Zef Wolffs, Yue Zhao. European Physical Society Conference on High Energy Physics (EPS-HEP 2025). 2025.
Poster
HEP ML
"TrackFormers: In Search of Transformer-Based Particle Tracking for the High-Luminosity LHC Era". Sascha Caron, Nadezhda Dobreva, Antonio Ferrer Sanchez, Jose D. Martin-Guerrero, Uraz Odyurt, Roberto Ruiz de Austri Bazan, Zef Wolffs, Yue Zhao. The European Physical Journal C (EPJ C). 2025.
Article
HEP ML
"Efficient Tracking Algorithm Evaluations through Multi-Level Reduced Simulations". Uraz Odyurt, Sascha Caron, Ana-Lucia Varbanescu. Conference on Computing in High Energy and Nuclear Physics (CHEP 2024). 2025.
Article
HEP Simulation ML
"Efficient ML-Assisted Particle Track Reconstruction Designs". Sascha Caron, Nadezhda Dobreva, Antonio Ferrer Sanchez, Uraz Odyurt, Roberto Ruiz de Austri Bazan, Zef Wolffs, Yue Zhao. Conference on Computing in High Energy and Nuclear Physics (CHEP 2024). 2025.
Article
HEP ML

2024

"TrackFormers - Machine Learning Pipelines". Nadezhda Dobreva, Antonio Ferrer Sanchez, Zef Wolffs, Yue Zhao. Zenodo. 2024.
Code
HEP ML
"TrackFormers - Collision Event Data Sets". Uraz Odyurt, Nadezhda Dobreva. Zenodo. 2024.
Dataset
HEP Data ML
"Transformer-Inspired Models for Particle Track Reconstruction". Yue Zhao, Nadezhda Dobreva, Zef Wolffs, Uraz Odyurt, Sascha Caron. European AI for Fundamental Physics Conference (EuCAIFCon 2024). 2024.
Talk Poster
HEP ML
"Transformers for Particle Track Reconstruction and Hit Clustering". Nadezhda Dobreva, Yue Zhao, Zef Wolffs, Uraz Odyurt, Sascha Caron. 6th Inter-experiment Machine Learning Workshop. 2024.
Poster
HEP ML
"Novel Approaches for ML-Assisted Particle Track Reconstruction and Hit Clustering". Uraz Odyurt, Nadezhda Dobreva, Zef Wolffs, Yue Zhao, Antonio Ferrer Sanchez, Roberto Ruiz de Austri Bazan, Jose D. Martin-Guerrero, Ana-Lucia Varbanescu, Sascha Caron. Connecting The Dots Workshop 2023 (CTD 2023). 2024.
Article
HEP ML
"REDVID Collision Event Data - Helical Tracks and Hits". Uraz Odyurt. Zenodo. 2024.
Dataset
HEP Simulation ML Data
"Reduced Simulations for High-Energy Physics, a Middle Ground for Data-Driven Physics Research". Uraz Odyurt, Stephen Nicholas Swatman, Ana-Lucia Varbanescu, Sascha Caron. Computational Science - ICCS 2024. 2024.
Article
HEP Simulation ML

2023

"Towards Novel Charged Particle Tracking Approaches with Transformer and U-Net Models". Zef Wolffs, Antonio Ferrer Sanchez, Jose D. Martin-Guerrero, Jose Salt, Matous Vozak, Nadezhda Dobreva, Roberto Ruiz de Austri Bazan, Sascha Caron, Uraz Odyurt, Yue Zhao. ML4Jets workshop. 2023.
Talk
HEP ML
"REDVID Collision Event Data - Linear Tracks and Hits". Uraz Odyurt, Stephen Nicholas Swatman. Zenodo. 2023.
Dataset
HEP Simulation Data
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