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Alessio Brini

Executive In Residence in the Engineering Graduate and Professional Programs
Engineering Graduate and Professional Programs
110 Science Drive, Box 90271, Durham, NC 27708
100 Science Drive, Box 90271, Durham, NC 27708

Overview


Dr. Alessio Brini is a Faculty at Duke University's Pratt School of Engineering, specializing in the Digital Asset Research & Engineering Collaborative (DAREC). Alessio addresses financial challenges in digital assets and decentralized finance (DeFi) with a focus on applied machine learning and data science methodologies. His proficiency spans all the diverse machine learning paradigms, including supervised, unsupervised, and reinforcement learning.

Dr. Brini earned his Ph.D. in Mathematical Finance from Scuola Normale Superiore, where he concentrated on implementing value-based and policy-based reinforcement learning algorithms to solve various economic and financial issues. His thesis, "Reinforcement learning for sequential decision-making: a data-driven approach for finance," reflects his deep commitment to the intersection of finance and technology.

At Duke University, Dr. Brini has been instrumental in delivering coursework on Machine Learning for Fintech, Data Wrangling and Visualization with Python, and Introduction to Statistics for the Master of Engineering in Financial Technology program. He has also overseen FinTech Capstone Projects and led summer research initiatives.

Dr. Brini's research contributions are well-recognized. His working papers and conference presentations further demonstrate his thought leadership in areas like cryptocurrency market stability and deep reinforcement learning for continuous financial trading.

In addition to his research and teaching roles, Dr. Brini actively contributes to the academic community through referee services. He has also been involved in conference organizations and graduate student advising.

Current Appointments & Affiliations


Executive In Residence in the Engineering Graduate and Professional Programs · 2024 - Present Engineering Graduate and Professional Programs, Pratt School of Engineering

Recent Publications


Graph Neural Networks for Bridge Swap Link Prediction in Uniswap v3

Conference Icaif 2025 6th ACM International Conference on AI in Finance · November 14, 2025 Uniswap v3's design fragments liquidity across thousands of separate pools, giving rise to cross-pool bridge swaps that transmit price changes and redistribute value across liquidity providers. To anticipate these events, we perform six-hour-ahead predicti ... Full text Cite

Modeling and simulating a startup ecosystem development with a delayed differential equation

Journal Article Soft Computing · March 1, 2025 In our work, we model the dynamics of a startup ecosystem through a delayed differential equation that considers the system growth’s driving factors. The work presents a theoretical and numerical analysis to study the equilibrium and the stability of the d ... Full text Cite
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Education, Training & Certifications


Scuola Normale Superiore (Italy) · 2022 Ph.D.