Simon Burton

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 11

Top Topics

Conformal Prediction

Change Impact Analysis

Generative Model

Top Venues

Tiny Papers @ ICLR

Publications

Tom Haider, Karsten Roscher, Benjamin Herd, Felippe Schmoeller Roza, Simon Burton
Can you trust your Agent? The Effect of Out-of-Distribution Detection on the Safety of Reinforcement Learning Systems. SAC (2024)
Benjamin Herd, Simon Burton
Can you trust your ML metrics? Using Subjective Logic to determine the true contribution of ML metrics for safety. SAC (2024)
Emmanouil Seferis, Simon Burton, Chih-Hong Cheng
Statistical Property Testing for Generative Models. Tiny Papers @ ICLR (2023)
Iwo Kurzidem, Simon Burton, Philipp Schleiss
AI for Safety: How to use Explainable Machine Learning Approaches for Safety Analyses. AISafety/SafeRL@IJCAI (2023)
Iwo Kurzidem, Simon Burton, Philipp Schleiss
SafeSens - Uncertainty Quantification of Complex Perception Systems. ITSC (2023)
Chih-Hong Cheng, Venkatesh Prasad Venkataramanan, Pragya Kirti Gupta, Yun-Fei Hsu, Simon Burton
Safeguarding Learning-based Control for Smart Energy Systems with Sampling Specifications. CoRR (2023)
Dirk Eilers, Simon Burton, Felippe Schmoeller da Roza, Karsten Roscher
Safety Assurance with Ensemble-based Uncertainty Estimation and overlapping alternative Predictions in Reinforcement Learning. SafeAI@AAAI (2023)
Emmanouil Seferis, Simon Burton, Chih-Hong Cheng
Can Conformal Prediction Obtain Meaningful Safety Guarantees for ML Models? Tiny Papers @ ICLR (2023)
Chih-Hong Cheng, Venkatesh Prasad Venkataramanan, Pragya Kirti Gupta, Yun-Fei Hsu, Simon Burton
Safeguarding Learning-based Control for Smart Energy Systems with Sampling Specifications. PRDC (2023)
Iwo Kurzidem, Adam Misik, Philipp Schleiss, Simon Burton
Safety Assessment: From Black-Box to White-Box. ISSRE Workshops (2022)
Carmen Cârlan, Lydia Gauerhof, Barbara Gallina, Simon Burton
Automating Safety Argument Change Impact Analysis for Machine Learning Components. PRDC (2022)