Abstract
In the last two decades, both Alternating-time Temporal Logic (ATL) and Strategy Logic (SL) has been proved to be very useful in modeling strategic reasoning for Multi-Agent Systems (MAS). However, these logics struggle to capture the bounded rationality inherent in human decision-making processes. To overcome these limitations, Natural Alternating-time Temporal Logic (NatATL) and Natural Strategy Logic (NatSL) have been recently introduced. As respectively extensions of ATL and SL, these natural variants incorporate bounded memory constraints into agents’ strategies, which allows to resemble human cognitive limitations. In this paper, we discuss a novel verification implementation for NatATL and NatSL specifications, both for memoryless strategies and strategies with recall. This research project aims to transform theoretical advancements into a practical verification framework, enabling comprehensive analysis and validation of strategic reasoning in complex multi-agent environments. Our novel tool paves the way for applications in areas such as explainable AI and human-in-the-loop systems, highlighting both NatATL and NatSL substantial potential.
| Original language | English |
|---|---|
| Pages (from-to) | 214-221 |
| Number of pages | 8 |
| Journal | CEUR Workshop Proceedings |
| Volume | 3883 |
| Publication status | Published - 1 Jan 2024 |
| Event | 1st International Workshop on Artificial Intelligence for Climate Change, 12th Italian Workshop on Planning and Scheduling, 31st RCRA Workshop on Experimental Evaluation of Algorithms for Solving Problems with Combinatorial Explosion, and SPIRIT Workshop on Strategies, Prediction, Interaction, and Reasoning in Italy, AI4CC-IPS-RCRA-SPIRIT 2024 - Bolzano, Italy Duration: 26 Nov 2024 → 28 Nov 2024 |
Keywords
- Alternating-time Temporal Logic
- Multi-Agent Systems
- Natural Strategies
- Strategy Logic