3 papers
cs.LG2026
Vision-Based Runtime Monitoring under Varying Specifications using Semantic Latent Representations
Bardh Hoxha, Oliver Schön, Hideki Okamoto +2
We study certified runtime monitoring of past-time signal temporal logic (ptSTL) from visual observations under partial observability. The monitor must infer safety-relevant quanti…
cs.AI2026
Safety Certification is Classification
Oliver Schön, Licio Romao, Sadegh Soudjani
The goal of this paper is certifying safety of dynamical systems subject to uncertainty. Existing approaches use trajectory data to estimate transition probabilities, and compute s…
cs.LO2024
Data-Driven Abstractions via Binary-Tree Gaussian Processes for Formal Verification
Oliver Schön, Shammakh Naseer, Ben Wooding +1
To advance formal verification of stochastic systems against temporal logic requirements for handling unknown dynamics, researchers have been designing data-driven approaches inspi…