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researcher

Aaron M. Roth

5 papers hereh-index 4111 citations7 works total

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

author position
  • first author5

Across the 5 of 5 papers where every author was matched, so the position is known.

fields
  • cs.HC2
  • cs.RO2
  • cs.LG1

identity via Semantic Scholar / OpenAlex

activity
20182022
most citedConservative Q-Improvement: Reinforcement Learning for an Interpretable Decision-Tree Policy

14 citations · 15 across the 5 of their papers we have counts for

collaborators
Showing 2022Show all

1 paper · 1 filter

cs.RO2022

MSVIPER: Improved Policy Distillation for Reinforcement-Learning-Based Robot Navigation

Aaron M. Roth, Jing Liang, Ram Sriram +2

We present Multiple Scenario Verifiable Reinforcement Learning via Policy Extraction (MSVIPER), a new method for policy distillation to decision trees for improved robot navigation…

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