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researcher

A. Tukiainen

2 papers hereh-index 583 citations8 works total

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

author position
  • middle author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG2
same name
  • A. Tukiainen — 1 paper, h 23

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

most citedDiff-DAC: Distributed Actor-Critic for Average Multitask Deep Reinforcement Learning

29 citations · 31 across the 2 of their papers we have counts for

collaborators

2 papers

cs.LG2021★ 2 cited

Fully Distributed Actor-Critic Architecture for Multitask Deep Reinforcement Learning

Sergio Valcarcel Macua, Ian Davies, Aleksi Tukiainen +1

We propose a fully distributed actor-critic architecture, named Diff-DAC, with application to multitask reinforcement learning (MRL). During the learning process, agents communicat…

cs.LG2017★ 29 cited

Diff-DAC: Distributed Actor-Critic for Average Multitask Deep Reinforcement Learning

Sergio Valcarcel Macua, Aleksi Tukiainen, Daniel García-Ocaña Hernández +3

We propose a fully distributed actor-critic algorithm approximated by deep neural networks, named \textit{Diff-DAC}, with application to single-task and to average multitask reinfo…

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