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Martin Waltz

7 papers hereh-index 692 citations11 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author5
  • middle author2

Across the 7 of 7 papers where every author was matched, so the position is known.

fields
  • cs.LG4
  • cs.RO1
  • eess.SY1
  • q-fin.GN1

identity via Semantic Scholar / OpenAlex

activity
20212024
most cited2-Level Reinforcement Learning for Ships on Inland Waterways: Path Planning and Following

3 citations · 6 across the 7 of their papers we have counts for

collaborators
Showing cs.LGShow all

4 papers · 1 filter

cs.LG2024

Self-organized free-flight arrival for urban air mobility

Martin Waltz, Ostap Okhrin, Michael Schultz

Urban air mobility is an innovative mode of transportation in which electric vertical takeoff and landing (eVTOL) vehicles operate between nodes called vertiports. We outline a sel…

cs.LG2022

Spatial-temporal recurrent reinforcement learning for autonomous ships

Martin Waltz, Ostap Okhrin

This paper proposes a spatial-temporal recurrent neural network architecture for deep Q-networks that can be used to steer an autonomous ship. The network design makes it possibl…

cs.LG2022★ 1 cited

Addressing Maximization Bias in Reinforcement Learning with Two-Sample Testing

Martin Waltz, Ostap Okhrin

Value-based reinforcement-learning algorithms have shown strong results in games, robotics, and other real-world applications. Overestimation bias is a known threat to those algori…

cs.LG2021★ 2 cited

Missing Velocity in Dynamic Obstacle Avoidance based on Deep Reinforcement Learning

Fabian Hart, Martin Waltz, Ostap Okhrin

We introduce a novel approach to dynamic obstacle avoidance based on Deep Reinforcement Learning by defining a traffic type independent environment with variable complexity. Fillin…

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