Research

Sepehr Akbari, Shahrzad Jamshidi · Lake Forest College

A reinforcement learning framework for learning optimal selection strategies in optimizing Buchberger's algorithm through a geometric deep learning methodology.

Sepehr Akbari, Sugata Banerji, Shahrzad Jamshidi · Lake Forest College

Model compression of overparameterized convolutional layers in segmentation models through learnt and fine-tuned tensor decompositions.

Sepehr Akbari, Shahrzad Jamshidi, Enrique Treviño · Lake Forest College

An algebraic framework for evaluating the expressivity of polynomial neural networks, finding the ideal that bounds the network.

Shahrzad Jamshidi, Sonja Petrović, Sepehr Akbari · Lake Forest College, Illinois Institute of Technology

Contributing to the learned randomized framework & deep learning approach for predicting Gröbner bases and set topology.

Sepehr Akbari, Sugata Banerji · Lake Forest College

Objectness: A computer vision data augmentation pipeline utulizing deep learning and saliency estimation for low data scenarios in supervised learning.

Sepehr Akbari, Shahrzad Jamshidi · Lake Forest College

Quantifying risk and identifying valunerability archetypes in US higher education using machine learning and bayesian methods.

Sepehr Akbari, Andrew Gard · Lake Forest College

Statistical analysis on the predictability and quality of pseudo-random number generators and sequences compared to ones generated by quantum hardware and processes.

Sepehr Akbari, Amit Rastogi · United World College

Complexity analysis of re-balancing algorithms in a selection of binary search trees.