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researcher

Laura Downs

3 papers hereh-index 42.2k citations6 works total

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

author position
  • middle author3

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • cs.RO1

identity via Semantic Scholar / OpenAlex

activity
20172021
most citedImplicit Behavioral Cloning

3 citations · 4 across the 2 of their papers we have counts for

collaborators

3 papers

cs.RO2021★ 3 cited

Implicit Behavioral Cloning

Pete Florence, Corey Lynch, Andy Zeng +7

We find that across a wide range of robot policy learning scenarios, treating supervised policy learning with an implicit model generally performs better, on average, than commonly…

cs.LG2018

Forward-Backward Reinforcement Learning

Ashley D. Edwards, Laura Downs, James C. Davidson

Goals for reinforcement learning problems are typically defined through hand-specified rewards. To design such problems, developers of learning algorithms must inherently be aware…

cs.LG2017★ 1 cited

Using Simulation and Domain Adaptation to Improve Efficiency of Deep Robotic Grasping

Konstantinos Bousmalis, Alex Irpan, Paul Wohlhart +9

Instrumenting and collecting annotated visual grasping datasets to train modern machine learning algorithms can be extremely time-consuming and expensive. An appealing alternative…

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