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David Watkins

8 papers hereh-index 5142 citations10 works total

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

author position
  • sole author1
  • middle author3
  • last author3

Across the 7 of 8 papers where every author was matched, so the position is known.

fields
  • cs.RO5
  • cs.LG2
  • cs.AI1
same name
  • David Watkins — 1 paper, h 1
  • David Watkins — 1 paper, h 2
  • David Watkins — 1 paper, h 1

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20212026
most citedDIP-RL: Demonstration-Inferred Preference Learning in Minecraft

1 citations · 3 across the 8 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2023★ 1 cited

DIP-RL: Demonstration-Inferred Preference Learning in Minecraft

Ellen Novoseller, Vinicius G. Goecks, David Watkins +2

In machine learning for sequential decision-making, an algorithmic agent learns to interact with an environment while receiving feedback in the form of a reward signal. However, in…

cs.LG2021★ 1 cited

Combining Learning from Human Feedback and Knowledge Engineering to Solve Hierarchical Tasks in Minecraft

Vinicius G. Goecks, Nicholas Waytowich, David Watkins-Valls +1

Real-world tasks of interest are generally poorly defined by human-readable descriptions and have no pre-defined reward signals unless it is defined by a human designer. Conversely…

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