Probablistic AI, with focus on Bayesian Deep Learning, Uncertainty Quantification and their Applications in medical diagnosis, Segmentation and OOD detection. I also worked on Representation Learning using Self supervised learning methods.

Current project(s):

• Analyzing the Role of Model Uncertainty in Flourine-19 MRI Using Stochastic Gradient MCMC
• A probablistic approach to self-supervised learning using cyclic stochatic gradient MCMC
• Out of distribution detection using Bayesian deep learning models of 3D medical images in segmentation task (Master thesis)

• Teaching Assistant, Mathematics for Machine Learning, Hasso-Plattner-Institute, Germany 2021- 2023
• Teaching Numerical Computation, Amin University, Iran, 2018-2019
• Teaching Assistant, Computational Algebra, Isfahan University of Technology,Iran, 2018-2019
• Teaching Assistant, Basics of Algebra, Shahed University, Iran, 2012-2013
• Teaching Assistant, Basics of Combinatorics, Shahed University, Iran, 2012-2013

• Masoumeh Javanbakht, Tomas Sauer. "Numerical computation of H-bases". BIT Numerical Mathematics, vol. 59, pp. 417-442, 2018. doi.org/10.1007/s10543-018- 0733-x
• Amir Hashemi, Masoumeh Javanbakht. "Computing H-bases via minimal bases for syzygy modules". Linear and Multilinear Algebra, vol. 68, no. 7, pp. 1277-1301, 2018. doi.org/10.1080/03081087.2018.1539464
• Amir Hashemi, Masoumeh Javanbakht. "On the construction of staggered linear bases". Journal of Algebra and its applications, vol. 20, no. 8, 2020. doi.org/10.1142/S0219498821501322
• Amir Hashmi, Masoumeh Javanbakht, Leila Sharifan. "Refined algorithm to compute minimal H-bases". Bulletin des Sciences Mathématiques, vol. 62, no. 3, pp. 277-294, 2019.
• Masoumeh Javanbakht, Leila Sharifan. "Algebraic invariants of certain projective monomial curves". Beiträge zur Algebra und Geometrie/Contributions to Algebra and Geometry, vol. 60, pp. 783-795, 2019.
• Masoumeh Javanbakht, Hossein Erfani, Hamid Haj Seyyed Javadi, Parisa Daneshjoo. "Key Predistribution Scheme for Clustered Hierarchical Wireless Sensor Networks based on Combinatorial Designs". Security and Communication Networks., vol. 7, no. 11, pp. 2003-2014, 2014.
• Masoumeh Javanbakht, Amirhossein Fathinavid, Amirmasoud Hosseinmardi, Mahbobeh Jannesary. "Key predistribution based on multiple balanced incomplete block designs in wireless sensor networks". Asian Journal of Mathematics and Computer Research., vol. 5, no. 2, pp. 129-137, 2015.