8 citations · 13 across the 2 of their papers we have counts for
3 papers
cs.LG2025
Integrating Human Knowledge Through Action Masking in Reinforcement Learning for Operations Research
Mirko Stappert, Bernhard Lutz, Niklas Goby +1
Reinforcement learning (RL) provides a powerful method to address problems in operations research. However, its real-world application often fails due to a lack of user acceptance…
cs.AI2018★ 8 cited
Distributed traffic light control at uncoupled intersections with real-world topology by deep reinforcement learning
Mark Schutera, Niklas Goby, Stefan Smolarek +1
This work examines the implications of uncoupled intersections with local real-world topology and sensor setup on traffic light control approaches. Control approaches are evaluated…
cs.LG2018★ 5 cited
Transfer Learning versus Multi-agent Learning regarding Distributed Decision-Making in Highway Traffic
Mark Schutera, Niklas Goby, Dirk Neumann +1
Transportation and traffic are currently undergoing a rapid increase in terms of both scale and complexity. At the same time, an increasing share of traffic participants are being…