119 citations · 136 across the 14 of their papers we have counts for
3 papers · 1 filter
ATLAS: Discovering Agent Strategies through LLM-Guided Abstraction and Automata Learning
Ignacio D. Lopez-Miguel, Andreas Happe, Jürgen Cito +3
Large Language Model (LLM)-based agents are increasingly used for complex tasks such as software testing and cybersecurity assessment. While these agents demonstrate impressive cap…
Model-Based Testing IoT Communication via Active Automata Learning
Martin Tappler, Bernhard K. Aichernig, Roderick Bloem
This paper presents a learning-based approach to detecting failures in reactive systems. The technique is based on inferring models of multiple implementations of a common specific…
Learning Timed Automata via Genetic Programming
Martin Tappler, Bernhard K. Aichernig, Kim Guldstrand Larsen +1
Model learning has gained increasing interest in recent years. It derives behavioural models from test data of black-box systems. The main advantage offered by such techniques is t…