3 papers
cs.LO2026
Computing Fixpoints of Learned Functions: Chaotic Iteration and Simple Stochastic Games
Paolo Baldan, Sebastian Gurke, Barbara König +1
The problem of determining the (least) fixpoint of (higher-dimensional) functions over the non-negative reals frequently occurs when dealing with systems endowed with a quantitativ…
cs.LG2025
Unsupervised Automata Learning via Discrete Optimization
Simon Lutz, Daniil Kaminskyi, Florian Wittbold +5
Automata learning is a successful tool for many application domains such as robotics and automatic verification. Typically, automata learning techniques operate in a supervised lea…
cs.LO2025
Approximating Fixpoints of Approximated Functions
Paolo Baldan, Sebastian Gurke, Barbara König +2
Fixpoints are ubiquitous in computer science and when dealing with quantitative semantics and verification one often considers least fixpoints of (higher-dimensional) functions ove…