Verification of RNN-based neural agent-environment systems

ME Akintunde, A Kevorchian, A Lomuscio… - Proceedings of the AAAI …, 2019 - aaai.org
We introduce agent-environment systems where the agent is stateful and executing a ReLU
recurrent neural network. We define and study their verification problem by providing …

[PDF][PDF] Formal verification of open multi-agent systems

P Kouvaros, A Lomuscio, E Pirovano… - Proceedings of the 18th …, 2019 - ifaamas.org
Given the increasing calls for AI to be trustworthy and explainable there has been growing
attention to issues of safety and reliability in the context of AI systems. Indeed, over the past …

[PDF][PDF] Parameterised verification of strategic properties in probabilistic multi-agent systems

A Lomuscio, E Pirovano - … of the 19th international conference on …, 2020 - sail.doc.ic.ac.uk
A key difficulty in deploying multi-agent systems (MAS) in critical applications is to ensure
that the MAS under development meets its intended specifications. Languages such as …

[PDF][PDF] Towards Formal Verification of Neuro-symbolic Multi-agent Systems.

P Kouvaros - IJCAI, 2023 - ijcai.org
This paper outlines some of the key methods we developed towards the formal verification of
multiagent systems, covering both symbolic and connectionist systems. It discusses logic …

Resilience of multi-robot systems to physical masquerade attacks

K Wardega, R Tron, W Li - 2019 IEEE Security and Privacy …, 2019 - ieeexplore.ieee.org
The advent of autonomous mobile multi-robot systems has driven innovation in both the
industrial and defense sectors. The integration of such systems in safety-and security-critical …

A counter abstraction technique for verifying properties of probabilistic swarm systems

A Lomuscio, E Pirovano - Artificial Intelligence, 2022 - Elsevier
We introduce a semantics for reasoning about probabilistic multi-agent systems in which the
number of participants is not known at design-time. We define the parameterised model …

[PDF][PDF] A Counter Abstraction Technique for the Verification of Probabilistic Swarm Systems.

A Lomuscio, E Pirovano - AAMAS, 2019 - pirovano.co.uk
A Counter Abstraction Technique for the Verification of Probabilistic Swarm Systems Page 1 A
Counter Abstraction Technique for the Verification of Probabilistic Swarm Systems Alessio …

Robustness against agent failure in hedonic games

A Igarashi, K Ota, Y Sakurai, M Yokoo - arXiv preprint arXiv:1903.05534, 2019 - arxiv.org
We study how stability can be maintained even after any set of at most k players leave their
groups, in the context of hedonic games. While stability properties ensure an outcome to be …

SAT-based ATL satisfiability checking

M Kacprzak, A Niewiadomski, W Penczek - arXiv preprint arXiv …, 2020 - arxiv.org
Synthesis of models and strategies is a very important problem in software engineering. The
main element here is checking the satisfiability of formulae expressing the specification of a …

[PDF][PDF] Formal verification of parameterised neural-symbolic multi-agent systems

P Kouvaros, E Botoeva… - Proceedings of the Thirty …, 2024 - ceur-ws.org
We study the problem of verifying multi-agent systems composed of arbitrarily many neural-
symbolic agents. We introduce a novel parameterised model, where the parameter denotes …