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M. Poel

3 papers hereh-index 333.8k citations185 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.RO2
  • cs.LG1

identity via Semantic Scholar / OpenAlex

activity
20202023
most citedOn Reward Shaping for Mobile Robot Navigation: A Reinforcement Learning and SLAM Based Approach

18 citations · 19 across the 2 of their papers we have counts for

collaborators
Showing cs.ROShow all

2 papers · 1 filter

cs.RO2023

Trajectory Generation, Control, and Safety with Denoising Diffusion Probabilistic Models

Nicolò Botteghi, Federico Califano, Mannes Poel +1

We present a framework for safety-critical optimal control of physical systems based on denoising diffusion probabilistic models (DDPMs). The technology of control barrier function…

cs.RO2020★ 18 cited

On Reward Shaping for Mobile Robot Navigation: A Reinforcement Learning and SLAM Based Approach

Nicolò Botteghi, Beril Sirmacek, Khaled A. A. Mustafa +2

We present a map-less path planning algorithm based on Deep Reinforcement Learning (DRL) for mobile robots navigating in unknown environment that only relies on 40-dimensional raw…

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