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researcher

Paweł Wawrzyński

8 papers hereh-index 431 citations11 works total

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

author position
  • first author1
  • middle author3
  • last author3

Across the 7 of 8 papers where every author was matched, so the position is known.

fields
  • cs.LG8

identity via Semantic Scholar / OpenAlex

activity
20202022
most citedReinforcement learning with experience replay and adaptation of action dispersion

1 citations · 1 across the 6 of their papers we have counts for

collaborators
Showing 2022Show all

3 papers · 1 filter

cs.LG2022★ 1 cited

Reinforcement learning with experience replay and adaptation of action dispersion

Paweł Wawrzyński, Wojciech Masarczyk, Mateusz Ostaszewski

Effective reinforcement learning requires a proper balance of exploration and exploitation defined by the dispersion of action distribution. However, this balance depends on the ta…

cs.LG2022

Logarithmic Continual Learning

Wojciech Masarczyk, Paweł Wawrzyński, Daniel Marczak +2

We introduce a neural network architecture that logarithmically reduces the number of self-rehearsal steps in the generative rehearsal of continually learned models. In continual l…

cs.LG2022

ReGAE: Graph autoencoder based on recursive neural networks

Adam Małkowski, Jakub Grzechociński, Paweł Wawrzyński

Invertible transformation of large graphs into fixed dimensional vectors (embeddings) remains a challenge. Its overcoming would reduce any operation on graphs to an operation in a…

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