ANDREA CELLI

20876 DEEP LEARNING AND REINFORCEMENT LEARNING
30412 MACHINE LEARNING
30586 MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE LAB
40999 OPTIMIZATION

I am an assistant professor at Bocconi University. Previously, I spent one year as a postdoctoral researcher with the Core Data Science team at Facebook Research (London). I obtained my Ph.D. in Computer Science from Politecnico di Milano. During my Ph.D. I was a Visiting Researcher at the Electronic Marketplaces Lab at Carnegie Mellon University. My research was awarded a best paper award at NeurIPS 2020 and the 2017 Lesmo prize for the best Italian MSc Thesis in Artificial Intelligence.

My research revolves around problems at the intersection of computer science, optimization, and economics, with a focus on

• equilibrium finding problems
• sequential decision-making and decision-making under uncertainty
• online learning in presence of strategic agents
• information structure design problems
• algorithms for internet advertising markets

Farina, Gabriele; Celli, Andrea; Gatti, Nicola; Sandholm, Tuomas
Connecting Optimal Ex-Ante Collusion in Teams to Extensive-Form Correlation: Faster Algorithms and Positive Complexity Results
Proceedings of the 38th International Conference on Machine Learning, 2021

Castiglioni, Matteo; Marchesi, Alberto; Celli, Andrea; Gatti, Nicola
Multi-receiver online Bayesian persuasion
Proceedings of the 38th International Conference on Machine Learning, 2021

Celli, Andrea; Marchesi, Alberto; Farina, Gabriele; Gatti, Nicola
No-regret learning dynamics for extensive-form correlated equilibrium
Advances in Neural Information Processing Systems 33, 2020

Castiglioni, Matteo; Celli, Andrea; Marchesi, Alberto; Gatti, Nicola
Signaling in Bayesian network congestion games: the subtle power of symmetry
Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2021, 2021

Castiglioni, Matteo; Celli, Andrea; Marchesi, Alberto; Gatti, Nicola
Online Bayesian persuasion
Advances in Neural Information Processing Systems 33, 2020

C. Kroer; R. Colini-Baldeschi; E. Sodomka
The parity ray regularizer for pacing in auction markets
TheWebConf 2022, 2022