Simone Monaco

I'm a

About

I am a physicist passionate about exploring the intersection of science and technology through machine learning. Beyond my work, I like to perform volunteer activities, stay with friends, and keep an eye open around me.
As I look around the world, I am aware of the many challenges we face. Rather than simply complain, I try to take action in whatever way I can. While I do not have all the answers, I believe that each of us can make a difference by doing our small part. Although I know I cannot change the world single-handedly, I strive to do my best, and I hope my efforts will inspire others to do the same. Together, we can work towards a better future.

PhD student at PoliTO.

I'm currently a PhD student at the Department of Control and Computer Engineering at Politecnico di Torino. My research interest relates to theory-based machine learning strategies, i.e. the integration of data-agnostic prior knowledge to deep learning models to enhance their predictions.

Interests

Environmental care Volunteering Cooking Movies Basketball Travels

News

DEC
2025

Attendance at NeurIPS 2025

I attended NeurIPS 2025 in San Diego, presenting a workshop paper. Thanks for all the amazing discussions and connections made!

SEP
2025

Starting as a Researcher at PoliTO

Started a position as Researcher (RTD-A) at the Department of Control and Computer Engineering, Politecnico di Torino.

MAR
2025

PhD Thesis Defence

Defended my PhD thesis on theory-guided data science models (Politecnico di Torino).

SEP
2024

Talk at Cambridge University

I presented part of my research work at the University of Cambridge, UK on September 26, 2024. The talk focused on the integration of prior knowledge in deep learning models for climate prediction. More information: here.

AUG
2024

Participation at KDD 2024

Attended KDD 2024 to present research and engage with the data mining and knowledge discovery community.

Publications

Here there are some highlights of my research publications the full list is available here.

Resume

Education

Ph.D. program in Computer Engineering

2021 - ongoing

Politecnico di Torino, Turin, Italy

Thesis on theory-guided Data Science models.

Master degree on Physics of Complex Systems

2018 - 2020

Politecnico di Torino, Turin, Italy

International track besed in Turin, Trieste and Paris.

Bachelor's degree on Physical Engineering

2015 - 2018

Politecnico di Torino, Turin, Italy

Professional Experience

Research scholarship

2020 - 2021

Politecnico di Torino, Turin, Italy

Machine Learning and Data Science techniques for supply chains in the clinical setting.

Research scholarship

01/2020 - 07/2021

Laboratoire de Physique des Solides, Universite Paris Saclay, Orsay, France

Thermodynamic analysis of physical systems and development of neural networks to predict particle behavior.

Research scholarship

03/2018 - 06/2018

Politecnico di Torino, Turin, Italy

Development of algorithms for data elaboration for Brain Imaging and Brain Computer Interface.

Teaching

Highlights from the classes I currently support and a look at previous editions.

2023–2024

Data Science e Tecnologie per le Basi di Dati (M.S.)

Data warehouse and data mining — teacher assistant

Business intelligence per big data (M.S.)

Introduction to business intelligence — teacher assistant

Data management and visualization (M.S.)

Lectures on extended SQL and data warehouse — teacher assistant

Formerly

  • Distributed architectures for big data processing and analytics (M.S.) 2022–2025 · Lectures on Hadoop and Spark — teacher assistant
  • DATA SCIENCE AND AI FOR INDUSTRIAL SYSTEMS 2022–2023 · Corso di Formazione Permanente, Torino — teacher assistant
  • Challenge@PoliTo by Firms - Enertech (M.S.) 2022–2023 — Data science mentor for the challenge
  • Introduction to Databases (B.A.) 2021–2022 — Relational algebra, SQL, and database design (teacher assistant)