I earned my PhD in Computer Science in December 2025, focusing on the computational study and algorithmic improvement of symbolic regression methods and benchmarks, at Federal University of ABC (UFABC) in Brazil.
I am currently a postdoctoral researcher at CavaLab, where he joined in February 2026. My current work includes developing methods and applications of symbolic regression and large language models for healthcare, with an emphasis on interpretable decision-making and predictive modeling. I also work on machine learning models using fMRI data and neural network applications for temporal data.
My research interests include model interpretability, data visualization, explainable AI, and healthcare prediction and modeling.
You can find a list of all publications where I am the first author and I host the source code in my GitHub below, ordered chronologically (from first to last).
For a full list, check my cv.
My research
- Lightweight symbolic regression with the interaction-transformation representation (📂 github repo)
- A Parametric Study of Interaction-Transformation Evolutionary Algorithm for Symbolic Regression (📂 github repo)
- Interaction–Transformation Evolutionary Algorithm for Symbolic Regression (📂 github repo)
- Measuring feature importance of symbolic regression models using partial effects (📂 github repo)
- Interpretability in symbolic regression: a benchmark of explanatory methods using the Feynman data set (📂 github repo)
- Interaction-transformation evolutionary algorithm with coefficients optimization (📂 github repo)
- Inexact Simplification of Symbolic Regression Expressions with Locality-sensitive Hashing (📂 github repo 📃 arXiv)
- Minimum variance threshold for 𝜖-lexicase selection (📂 github implementation 📂 github srbench experiments 📃 arXiv)
I've learned several languages throughout my academic life, some better than others. My main languages now are Julia and Python, the ones that I have a greater domain. Throughout my academic life, I also used other languages in my projects, such as R, C++, javascript, and Java.
As for my GitHub repositories, there is some statistics about the languages I've used:
Last Edited on: 05/12/2022