2 papers
cs.AI2025
Extracting Robust Register Automata from Neural Networks over Data Sequences
Chih-Duo Hong, Hongjian Jiang, Anthony W. Lin +3
Automata extraction is a method for synthesising interpretable surrogates for black-box neural models that can be analysed symbolically. Existing techniques assume a finite input a…
cs.SE2025
Probabilistic Bisimulation for Parameterized Anonymity and Uniformity Verification
Chih-Duo Hong, Anthony W. Lin, Philipp Rümmer +1
Bisimulation is crucial for verifying process equivalence in probabilistic systems. This paper presents a novel logical framework for analyzing bisimulation in probabilistic parame…