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researcher

Lukas Brunke

University of Toronto

21 papers hereh-index 111.3k citations29 works total

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

author position
  • sole author1
  • first author10
  • middle author9

Across the 20 of 21 papers where every author was matched, so the position is known.

fields
  • cs.RO11
  • eess.SY8
  • cs.LG2
affiliations
  • University of Toronto
  • Vector Institute
Homepage

identity via Semantic Scholar / OpenAlex

activity
20202026
most citedSafety Filtering While Training: Improving the Performance and Sample Efficiency of Reinforcement Learning Agents

14 citations · 35 across the 21 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2021★ 9 cited

Evaluating Input Perturbation Methods for Interpreting CNNs and Saliency Map Comparison

Lukas Brunke, Prateek Agrawal, Nikhil George

Input perturbation methods occlude parts of an input to a function and measure the change in the function's output. Recently, input perturbation methods have been applied to genera…

cs.LG2020★ 1 cited

Learning Model Predictive Control for Competitive Autonomous Racing

Lukas Brunke

The goal of this thesis is to design a learning model predictive controller (LMPC) that allows multiple agents to race competitively on a predefined race track in real-time. This t…

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