An approach to reachability analysis for feed-forward relu neural networks

A Lomuscio, L Maganti - arXiv preprint arXiv:1706.07351, 2017 - arxiv.org
We study the reachability problem for systems implemented as feed-forward neural networks
whose activation function is implemented via ReLU functions. We draw a correspondence …

Agent systems verification: systematic literature review and mapping

NA Bakar, A Selamat - Applied Intelligence, 2018 - Springer
Agent systems are distributed systems consist of agents that autonomously interact to each
other in an environment to perform tasks and achieve goals. Performing verification is …

Formal verification of neural agents in non-deterministic environments

ME Akintunde, E Botoeva, P Kouvaros… - Autonomous Agents and …, 2022 - Springer
We introduce a model for agent-environment systems where the agents are implemented via
feed-forward ReLU neural networks and the environment is non-deterministic. We study the …

Safety verification and universal invariants for relational action bases

S Ghilardi, A Gianola, M Montali, A Rivkin - Proceedings of the Thirty …, 2023 - air.unimi.it
Modeling and verification of dynamic systems operating over a relational representation of
states are increasingly investigated problems in AI, Business Process Management and …

Toward formal models and languages for verifiable multi-robot systems

R De Nicola, L Di Stefano, O Inverso - Frontiers in Robotics and AI, 2018 - frontiersin.org
Incorrect operation of a multi-robot system (MRS) may not only lead to unsatisfactory results,
but it can also cause economic losses and jeopardize safety. These risks may not always be …

Towards the combination of model checking and runtime verification on multi-agent systems

A Ferrando, V Malvone - … Conference on Practical Applications of Agents …, 2022 - Springer
Abstract Multi-Agent Systems (MAS) are notoriously complex and hard to verify. In fact, it is
not trivial to model a MAS, and even when a model is built, it is not always possible to verify …

Verification of agent navigation in partially-known environments

B Aminof, A Murano, S Rubin, F Zuleger - Artificial Intelligence, 2022 - Elsevier
This paper establishes a framework based on logic and automata theory in which to model
and automatically verify systems of multiple mobile agents moving in environments with …

[图书][B] Verification of Data-Aware Processes via Satisfiability Modulo Theories

A Gianola - 2023 - Springer
Verification of Data-Aware Processes via Satisfiability Modulo Theories Page 1 123 LNBIP 470
Verification of Data-Aware Processes via Satisfiability Modulo Theories Alessandro Gianola …

[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 …