Paul Dubois

Papers

ESTRO Conference Poster "A Novel Framework for Multi-Objective Optimization and Robust Plan Selection Using Graph Theory" May 2024

[Coming Soon]

Article ArXiV "Consistency and Reproductibility of Grades in Higher Education: A Case Study in Deep Learning" May 2023

Article on network the correlation between (biased) examiners and automatic marking (unbiased). This aims for a better understanding of unfair marking, and ultimately improve the quality of education at university level.

Article ArXiV "Radiotherapy Dosimetry: A Review on Open-Source Optimizer" May 2023

Radiotherapy dosimetry plays a crucial role in optimizing treatment plans for cancer patients. In this study, we investigate the performance of a dozen standard state-of-the-art open-source optimizers for radiotherapy dosimetry. Our evaluation includes the use of TGG119 benchmark cases as well as one real case obtained from the Institute du Cancer de Montpellier (ICM).

Article for The New Collection "Reducing Networks Sizes" May 2021

Article on network modelisation using blocks and role model. We develop techniques that can be used to reduce the size of a network, while not affecting the model’s accuracy.

Mathematical Dissertation (Master at Oxford) "Random Fractals: Can the chicken cross the percolation?" April 2021

Mathematical dissertation on Random Fractals, in the context of my master in mathematical sciences at Oxford.
The object of interest is a certain type of random fractals called percolations. The paper studies the probability that a crossing of the percolation exists.

Mathematical Project (Integrated Master at UCL) "Modular forms Modulo 2: Governing Fields for the Hecke Algebra" March 2020

Mathematical project on Modular Forms, in the context of my integrated master in mathematics at UCL.
This projects is about modular forms when looked modulo 2. In particular, the paper studies the (nilpotent) Hecke operators.