Good Papers

Showing papers from Institute for Data Science in Mechanical Engineering (DSME), RWTH Aachen University Show all papers

76%Highly rated
?Highly ratedVote to see the score

Dyna-Style Safety Augmented Reinforcement Learning: Staying Safe in the Face of Uncertainty

Dyna-SAuR learns scalable safety filters and policies via uncertainty-aware dynamics to reduce training failures by two orders of magnitude versus baselines.

Artur Eisele, Bernd Frauenknecht, Friedrich Solowjow, Sebastian Trimpe

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

– ReadersNo votes yet
10/20 AI panelreviewers recommend it

Readers and the AI panel: vote on this paper to see what they said.

Only vote on papers you've read. Sign in with GitHub to vote.

AI panel: 10 of 20 reviewers recommend it
lenient 4/5
medium 6/10
strict 0/5