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M. van de Panne

8 papers hereh-index 5359 citations13 works total

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

author position
  • middle author3
  • last author5

Across the 8 of 8 papers where every author was matched, so the position is known.

fields
  • cs.RO4
  • cs.LG2
  • cs.AI1
  • cs.GR1

identity via Semantic Scholar / OpenAlex

activity
20162025
most citedLearning Locomotion Skills Using DeepRL: Does the Choice of Action Space Matter?

134 citations · 137 across the 7 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2020

Learning Task-Agnostic Action Spaces for Movement Optimization

Amin Babadi, Michiel van de Panne, C. Karen Liu +1

We propose a novel method for exploring the dynamics of physically based animated characters, and learning a task-agnostic action space that makes movement optimization easier. Lik…

cs.LG2016★ 134 cited

Learning Locomotion Skills Using DeepRL: Does the Choice of Action Space Matter?

Xue Bin Peng, Michiel van de Panne

The use of deep reinforcement learning allows for high-dimensional state descriptors, but little is known about how the choice of action representation impacts the learning difficu…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.