Automata learning and model checking have emerged as complementary pillars of formal verification, each addressing the synthesis and analysis of system models from distinct perspectives. Automata ...
A research team of mathematicians and computer scientists has used machine learning to reveal new mathematical structure within the theory of finite groups. By training neural networks to recognise ...
Learning automata are adaptive decision-making models that iteratively select actions from a finite set and adjust their choice probabilities in response to stochastic feedback. In environments ...