Projects

From ideas to experiments

Explore what our teams are building.

Does Optimization Pay? Portfolio Construction from Markowitz to Robust Allocation

Ongoing

This project investigates whether complex portfolio optimization methods offer a real advantage over a simple equal-weight allocation. We test whether advanced strategies deliver superior real-world performance once accounting for estimation errors and realistic market conditions.

FinancePortfolio Optimization
ott 2026

Whale Call Recognition with SNN

Ongoing

The oceans produce months of continuous hydrophone recordings, we want to detect were a Whale call is among the extracted recordings

Underwater acousticDeep LearningSignal Detection
ott 2026

Adversarial ML in Anti-Money Laundering

Ongoing

Investigating adversarial attacks against machine learning models for anti-money laundering, with a focus on graph-based transaction networks, model robustness, and evasion of fraud detection systems.

Adversarial MLAnti-Money LaunderingGraph MLFraud Detection
Tommaso MorettiSohanur RahmanAlessandro MessaMatteo Ronchi
ott 2026

Multicollinearity in Machine Learning

Investigating the impact of multicollinearity on statistical and machine learning models, with a focus on diagnosis, model stability, predictive performance, and feature attribution.

MulticollinearityXAI
ago 2026

Surrogate Multi-Fidelity Modeling for Financial Options Pricing Using Gaussian Processes

Developed a Multi-Fidelity Gaussian Process surrogate model for efficient financial option pricing.

Gaussian ProcessesMulti-Fidelity LearningFinance
ago 2026