activity
20122022
most citedExtended Markov Games to Learn Multiple Tasks in Multi-Agent Reinforcement Learning

11 citations · 37 across the 13 of their papers we have counts for

collaborators

15 papers

cs.AI20221 cited

Argumentative Reward Learning: Reasoning About Human Preferences

Francis Rhys Ward, Francesco Belardinelli, Francesca Toni

We define a novel neuro-symbolic framework, argumentative reward learning, which combines preference-based argumentation with existing approaches to reinforcement learning from hum…

cs.LO2022

Model Checking Strategic Abilities in Information-sharing Systems

Francesco Belardinelli, Ioana Boureanu, Catalin Dima +1

We introduce a subclass of concurrent game structures (CGS) with imperfect information in which agents are endowed with private data-sharing capabilities. Importantly, our CGSs are…

cs.GT20222 cited

Reasoning about Human-Friendly Strategies in Repeated Keyword Auctions

Francesco Belardinelli, Wojtek Jamroga, Vadim Malvone +3

In online advertising, search engines sell ad placements for keywords continuously through auctions. This problem can be seen as an infinitely repeated game since the auction is ex…

cs.MA20213 cited

An Abstraction-based Method to Check Multi-Agent Deep Reinforcement-Learning Behaviors

Pierre El Mqirmi, Francesco Belardinelli, Borja G. León

Multi-agent reinforcement learning (RL) often struggles to ensure the safe behaviours of the learning agents, and therefore it is generally not adapted to safety-critical applicati…

cs.AI2021

Aggregating Bipolar Opinions (With Appendix)

Stefan Lauren, Francesco Belardinelli, Francesca Toni

We introduce a novel method to aggregate Bipolar Argumentation (BA) Frameworks expressing opinions by different parties in debates. We use Bipolar Assumption-based Argumentation (A…

cs.LO2020

A Hennessy-Milner Theorem for ATL with Imperfect Information

Francesco Belardinelli, Catalin Dima, Vadim Malvone +1

We show that a history-based variant of alternating bisimulation with imperfect information allows it to be related to a variant of Alternating-time Temporal Logic (ATL) with imper…