Hierarchical state abstraction based on structural information principles

X Zeng, H Peng, A Li, C Liu, L He, PS Yu - arXiv preprint arXiv:2304.12000, 2023 - arxiv.org
State abstraction optimizes decision-making by ignoring irrelevant environmental
information in reinforcement learning with rich observations. Nevertheless, recent …

Multi-valued model checking IoT and intelligent systems with commitment protocols in multi-source data environments

G Alwhishi, J Bentahar, A Elwhishi, W Pedrycz… - Information …, 2024 - Elsevier
In today's world of connectivity, various domains use different multi-sensor Internet of Things
(IoT) and Intelligent Systems (IS) applications. These applications involve extensive …

Theory and practice of quantitative atl

A Ferrando, G Luongo, V Malvone… - … Conference on Principles …, 2024 - Springer
In multi-agent system design and reasoning, strategy logics and formal verification play
pivotal roles. Numerous logic formalisms have been introduced alongside the …

Towards the verification of strategic properties in multi-agent systems with imperfect information

A Ferrando, V Malvone - arXiv preprint arXiv:2112.13621, 2021 - arxiv.org
In logics for the strategic reasoning the main challenge is represented by their verification in
contexts of imperfect information and perfect recall. In this work, we show a technique to …

Scalable verification of strategy logic through three-valued abstraction

F Belardinelli, A Ferrando, W Jamroga… - arXiv preprint arXiv …, 2023 - arxiv.org
The model checking problem for multi-agent systems against Strategy Logic specifications is
known to be non-elementary. On this logic several fragments have been defined to tackle …

[HTML][HTML] Multi-valued verification of commitment systems with uncertainty and inconsistency in multi-source data settings

G Alwhishi, J Bentahar, A Elwhishi, W Pedrycz - Information Fusion, 2024 - Elsevier
In the dynamic landscape of Internet of Things (IoT) applications within multi-source data
environments, ensuring the reliability and correctness of system communications has …

Model checking fuzzy computation tree logic of multi-agent systems based on fuzzy interpreted systems

Z Ma, X Li, Z Liu, R Huang, N He - Fuzzy Sets and Systems, 2024 - Elsevier
Effective communication among autonomous agents is crucial for coordination and solving
complex tasks within multi-agent systems. To formalize interactions between agents, social …

Abstraction of Situation Calculus Concurrent Game Structures

Y Lespérance, G De Giacomo, M Rostamigiv… - Proceedings of the …, 2024 - ojs.aaai.org
We present a general framework for abstracting agent behavior in multi-agent synchronous
games in the situation calculus, which provides a first-order representation of the state and …

Effective Reinforcement Learning Based on Structural Information Principles

X Zeng, H Peng, D Su, A Li - arXiv preprint arXiv:2404.09760, 2024 - arxiv.org
Although Reinforcement Learning (RL) algorithms acquire sequential behavioral patterns
through interactions with the environment, their effectiveness in noisy and high-dimensional …

Probabilistic Obstruction Temporal Logic: a Probabilistic Logic to Reason about Dynamic Models

J Leneutre, V Malvone, J Ortiz - arXiv preprint arXiv:2411.00025, 2024 - arxiv.org
In this paper, we propose a novel formalism called Probabilistic Obstruction Temporal Logic
(POTL), which extends Obstruction Logic (OL) by incorporating probabilistic elements. POTL …