activity
20062023
most citedDriving with Style: Inverse Reinforcement Learning in General-Purpose Planning for Automated Driving

51 citations · 205 across the 9 of their papers we have counts for

collaborators

9 papers

cs.RO2023

Pixel State Value Network for Combined Prediction and Planning in Interactive Environments

Sascha Rosbach, Stefan M. Leupold, Simon Großjohann +1

Automated vehicles operating in urban environments have to reliably interact with other traffic participants. Planning algorithms often utilize separate prediction modules forecast…

cs.RO2020★ 13 cited

Planning on the fast lane: Learning to interact using attention mechanisms in path integral inverse reinforcement learning

Sascha Rosbach, Xing Li, Simon Großjohann +2

General-purpose trajectory planning algorithms for automated driving utilize complex reward functions to perform a combined optimization of strategic, behavioral, and kinematic fea…

cs.RO2019★ 10 cited

Driving Style Encoder: Situational Reward Adaptation for General-Purpose Planning in Automated Driving

Sascha Rosbach, Vinit James, Simon Großjohann +3

General-purpose planning algorithms for automated driving combine mission, behavior, and local motion planning. Such planning algorithms map features of the environment and driving…

cs.RO2019★ 51 cited

Driving with Style: Inverse Reinforcement Learning in General-Purpose Planning for Automated Driving

Sascha Rosbach, Vinit James, Simon Großjohann +2

Behavior and motion planning play an important role in automated driving. Traditionally, behavior planners instruct local motion planners with predefined behaviors. Due to the high…

cond-mat.str-el2010★ 7 cited

Low frequency spin dynamics in the quantum magnet copper pyrazine dinitrate

H. Kuehne, M. Guenther, S. Grossjohann +7

The S=1/2 antiferromagnetic Heisenberg chain exhibits a magnetic field driven quantum critical point. We study the low frequency spin dynamics in copper pyrazine dinitrate (CuPzN),…

cond-mat.str-el2009★ 43 cited

Hydrodynamic Limit for the Spin Dynamics of the Heisenberg Chain

Simon Grossjohann, Wolfram Brenig

We show that Quantum-Monte-Carlo calculations of the dynamic structure factor of the isotropic spin-1/2 antiferromagnetic chain at intermediate temperatures corroborate a picture o…