Curriculum Vitae
Seyed MohammadHossein Hosseini Dastjae
M.Sc. Computer Science (Padova) — toward pure mathematics & generative models
Mathematics-minded researcher, currently an M.Sc. Computer Science student at the University of Padova, working at the meeting point of pure mathematics and generative modeling — optimal transport, differential geometry, functional analysis, and the geometry of stochastic differential equations.
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01 Education
Oct 2025 — present
M.Sc. in Computer Science
University of Padova · Padua, Italy
- Focusing coursework and projects toward mathematics — optimal transport, generative models, and the analysis of stochastic dynamics.
- Deep-learning challenge work on optimal-transport flow matching (see Projects).
— 2023
B.Sc. in Computer Engineering
University of Isfahan · Isfahan, Iran
- Thesis: a verification system built around a generative image-enhancement pipeline.
- Undergraduate focus on statistical inference and generative modeling.
02 Research & Projects
2026
Optimal-transport flow matching for traffic forecasting
University of Padova — Deep Learning challenge
- A generative OT conditional-flow-matching model stacked on a seasonal anchor and a Transformer trunk, with honest-holdout arbitration.
2024 — present
Generative models for time-series data
Collaborative research
- Extending the score-based SDE framework of diffusion models toward time-series data (manuscript in preparation).
- Diffusion-based meta-learning for retail forecasting (submitted to EJOR).
03 Research Interests
- Optimal transport and the geometry of probability distributions
- Differential geometry & functional analysis in machine learning
- Stochastic differential equations — geometry and analysis
- Generative models: diffusion, flow matching, normalizing flows
04 Teaching
Instructor — Deep Learning with PyTorch
University of Isfahan · Online course
- Designed and taught an end-to-end deep-learning course in PyTorch.
Teaching Assistant — Advanced Programming Concepts (Java)
University of Isfahan
- Supported an undergraduate course on object-oriented programming and software engineering in Java.
05 Technical Skills
Programming
Machine Learning
Mathematics
06 Languages
- Persian — native (confirm)
- English — professional working proficiency (confirm)
07 Awards & Honors
Add awards, scholarships, or honorsto add
- List any competition results, scholarships, or academic honors here.