I am a second-year Ph.D. student in Computer Science, supervised by Dr. Sergey Plis, at TReNDS (joint Georgia Institute of Technology/Georgia State University/Emory University Center for Translational Research in Data Science and Neuroimaging). My research interests include machine learning, computer vision, transformer and attention mechanisms, neural scene representations, and neuroimaging data science. I am particularly interested in looped transformer and attention-based architectures that iteratively refine visual representations for robust perception, 3D understanding, and neural rendering.
🔥 News
- 2026.10:  📥 One paper submitted to WACV 2027 (FABRIC Workshop).
- 2026.09:  📥 Two papers submitted to ICLR 2027.
💻 Projects and Publications
FlexSplat: Flexible Feed-Forward 3D Gaussian Splatting without Point Cloud Correspondence
Accepted to BMVC 2026
Acceptance ratio: 28%
2026.07 · First author
Project: Website
Code: GitHub
arXiv: 2608.07937
Answer or Defer? Testing VLMs’ Stated Confidence on Brain MRI
Submitted to WACV 2027 (FABRIC Workshop)
2026.10 · First author
Project: Website
Code: GitHub
arXiv: Coming soon
Label Agreement Does Not Measure Authorization
Accepted to NeurIPS 2026 (AIM Workshop)
2026.10 · First author
Project: Website
Code: GitHub
NeurIPS page: Official workshop listing
OpenReview: Paper
arXiv: 2610.04544
Confident but Unreliable: A Behavioral Safety Audit of Vision-Language Models on Brain MRI
Accepted to ACM AI 2026
2026.07 · First author
Project: Website
Code: GitHub
DOI: 10.1145/3806096.3844866
arXiv: 2608.02790
Behavior Analysis of Car Drivers Based on Computer Vision
Computer-vision system for analyzing real-world driver behavior.
Code: GitHub
📖 Educations
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2025.01 – Present, TReNDS — PhD in Computer Science
GPA: 3.93 / 4.0 Research Focus: Fixed-point self-attention and looped transformers for structured reasoning — recasting attention as a DEQ-style fixed-point iteration, analyzing convergence/gradient behavior and inference efficiency, and testing controlled PyTorch ablations on tasks such as ARC and Sudoku. -
2018.09 – 2023.07, Amirkabir University of Technology (Tehran Polytechnic) — BSc in Computer Engineering
Major: Artificial Intelligence | Minor: Computer Networks
BS Thesis: Behavior Analysis of Car Drivers Based-on Computer Vision
GPA: 3.9 / 4.0