Nastaran Okati

Doctoral Student at Max Planck Institute for Software Systems

Kaiserslautern, Rhineland-Palatinate, Germany
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Summary

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Senior
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Top School
Nastaran Okati is a research group leader and ML researcher with eight years of experience focused on making machine learning models efficient, reliable, and safe. Her work spans uncertainty quantification (conformal prediction, calibration), LLM safety alignment, provenance and watermarking, speculative decoding for efficiency, and the social and economic impacts of generative AI. She completed a PhD-level research trajectory at the Max Planck Institute for Software Systems studying predictive accuracy and fairness in human-AI teams, and has interned at Meta and multiple European research institutes where she contributed to both theoretical algorithms and applied deep learning. Based in Kaiserslautern, Germany, she blends rigorous algorithmic expertise with practical system-level thinking, often tackling questions at the intersection of robustness, transparency, and deployability. An understated strength is her track record of translating formal methods (e.g., parameterized algorithms, MDP work) into applied ML problems, signaling a rare mix of theoretical depth and application-oriented research.
code8 years of coding experience
job1 year of employment as a software developer
bookMax Planck Institute for Software Systems
bookBachelor’s Degree, Computer Software Engineering, Bachelor’s Degree, Computer Software Engineering at Ferdowsi University of Mashhad
bookDiploma in Mathematics, National Diploma Mathematics and Physics, Diploma in Mathematics, National Diploma Mathematics and Physics at Farzanegan High School, Mashhad NODET branch
bookBachelor’s Degree, Computer Software Engineering, Bachelor’s Degree, Computer Software Engineering at Sharif University of Technology
languagesEnglish, Persian, German
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Github Skills (10)

statistics9
machine-learning8
python8
data-science7
data-analysis7
scikit-learn6
scikit5
arxiv2
deep-learning1
segmentation1

Programming languages (1)

Python

Github contributions (5)

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Contributions:55 commits, 75 pushes, 1 branch in 6 months
nastaran75/cp-jku

Sep 2018 - Jun 2020

Contributions:6 commits, 5 pushes, 1 branch in 1 year 9 months
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Nastaran Okati - Doctoral Student at Max Planck Institute for Software Systems