Selected Publications:
Nonparametric Contextual Online Bilateral Trade
Coccia, E., Bernasconi, M. and Celli, A.
ICLR 2026Nearly-Optimal Bandit Learning in Stackelberg Games with Side Information
Balcan, M.F., Bernasconi, M., Castiglioni, M., Celli, A., Harris, K. and Wu, S.
ICLR 2026
Non-Asymptotic Analysis of (Sticky) Track-and-Stop
Poiani, R., Bernasconi, M. and Celli, A.
ICLR 2026Pure Exploration with Infinite Answers
Poiani, R., Bernasconi, M. and Celli, A.
AISTATS 2026The Complexity of Correlated Equilibria in Generalized Games
Bernasconi, M., Castiglioni, M., Celli, A. and Farina, G.
NurIPS 2025
Online Learning in the Random-Order Model
Bernasconi, M., Celli, A., Colini-Baldeschi, R., Fusco, F., Leonardi, S. and Russo, M.
ICML 2025
No-Regret is not enough! Bandits with General Constraints through Adaptive Regret Minimization
Bernasconi, M., Castiglioni, M. and Celli, A.
ICML 2025
Feature-Based Online Bilateral Trade
Gaucher, S., Bernasconi, M., Castiglioni, M., Celli, A. and Perchet, V.
ICLR 2025
Beyond Primal-Dual Methods in Bandits with Stochastic and Adversarial Constraints
Bernasconi, M., Castiglioni, M., Celli, A. and Fusco, F.
NeurIPS 2024
Agent-Designed Contracts: How to Sell Hidden Actions
Bernasconi, M., Castiglioni, M. and Celli, A.
EC 2024
Multi-Agent Contract Design beyond Binary Actions
Cacciamani, F., Bernasconi, M., Castiglioni, M. and Gatti, N.
EC 2024
No-Regret Learning in Bilateral Trade via Global Budget Balance
Bernasconi, M., Castiglioni, M., Celli, A. and Fusco, F.
STOC 2024
Last-iterate Convergence to Trembling-hand Perfect Equilibria
Bernasconi, M., Marchesi, A. and Trovò, F.
AISTATS 2024
Bandits with Replenishable Knapsacks: the Best of both Worlds
Bernasconi, M., Castiglioni, M., Celli, A. and Fusco, F.
ICLR 2024
Persuading Farsighted Receivers in MPDs: The Power of Honesty
Bernasconi, M., Castiglioni, M., Marchesi, A. and Mutti, M.
NuerIPS 2023
Optimal Rates and Efficient Algorithms for Online Bayesian Persuasion
Bernasconi, M., Castiglioni, M., Celli, A., Marchesi, A., Trovo, F. and Gatti, N.
ICML 2024
Constrained Phi-Equilibria
Bernasconi, M., Castiglioni, M., Marchesi, A., Trovo, F. and Gatti, N.
ICML 2023
Sequential Information Design: Learning to Persuade in the Dark
Bernasconi, M., Castiglioni, M., Marchesi, A., Gatti, N. and Trovo, F.
NeurIPS 2022
Safe Learning in Tree-Form Sequential Decision Making: Handling Hard and Soft Constraints
Bernasconi, M., Cacciamani, F., Castiglioni, M., Marchesi, A., Gatti, N. and Trovò, F.
ICML 2022
The Evolutionary Dynamics of Soft-Max Policy Gradient in Multi-Agent Settings
Bernasconi, M., Cacciamani, F., Fioravanti, S., Gatti, N. and Trovò, F.
AMAAS 2022
Exploiting Opponents Under Utility Constraints in Sequential Games
Bernasconi, M., Cacciamani, F., Fioravanti, S., Gatti, N., Marchesi, A. and Trovò, F.
NeurIPS 2021