Learning to collaborate by grouping: A consensus-oriented strategy for multi-agent reinforcement learning

J Ruan, X Hao, D Li, H Mao - ECAI 2023, 2023 - ebooks.iospress.nl
Multi-agent systems require effective coordination between groups and individuals to
achieve common goals. However, current multi-agent reinforcement learning (MARL) …

Planning-based knowing how: A unified approach

Y Li, Y Wang - Artificial Intelligence, 2021 - Elsevier
Various logical notions of know-how have been recently proposed and studied in the
literature based on different types of epistemic planning in different frameworks. This paper …

[HTML][HTML] Data-informed knowledge and strategies

J Jiang, P Naumov - Artificial Intelligence, 2022 - Elsevier
The article proposes a new approach to reasoning about knowledge and strategies in
multiagent systems. It emphasizes data, not agents, as the source of strategic knowledge …

How easy it is to know how: an upper bound for the satisfiability problem

C Areces, V Cassano, PF Castro, R Fervari… - … Conference on Logics …, 2023 - Springer
We investigate the complexity of the satisfiability problem for a modal logic expressing
'knowing how'assertions, related to an agent's abilities to achieve a certain goal. We take …

The Logic of Doxastic Strategies

J Jiang, P Naumov - Proceedings of the AAAI Conference on Artificial …, 2024 - ojs.aaai.org
In many real-world situations, there is often not enough information to know that a certain
strategy will succeed in achieving the goal, but there is a good reason to believe that it will …

Counterfactual and seeing-to-it responsibilities in strategic games

P Naumov, J Tao - Annals of Pure and Applied Logic, 2023 - Elsevier
The article studies two forms of responsibility in the setting of strategic games with imperfect
information. They are referred to as seeing-to-it responsibility and counterfactual …

[PDF][PDF] Theory alignment via a classical encoding of regular bisimulation

A Coulter, T Ilie, R Tibando… - … for Planning and …, 2022 - icaps22.icaps-conference.org
Bisimulation, at its core, is a means of studying the alignment between two dynamical
systems. It has been used to great effect in the planning community for heuristic …

First steps in updating knowing how

C Areces, R Fervari, AR Saravia… - … Workshop on Dynamic …, 2022 - Springer
We investigate dynamic operations acting over a knowing how logic. Our approach makes
use of a recently introduced semantics for the knowing how operator, based on an …

Uncertainty-based knowing how logic

C Areces, R Fervari, AR Saravia… - Journal of Logic and …, 2023 - academic.oup.com
We introduce a novel semantics for a multi-agent epistemic operator of knowing how, based
on an indistinguishability relation between plans. Our proposal is, arguably, closer to the …

A logic of knowing how with skippable plans

X Wang - International Workshop on Logic, Rationality and …, 2019 - Springer
The paper expands upon the work by Wang 16, who proposes a single-agent modal logic
framework for reasoning about “knowing how”. This paper proposes a more flexible …