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Lecture Notes in Computer Science, volume 13154 LNAI, pages 344-354

Case-Based Task Generalization in Model-Based Reinforcement Learning

Publication typeBook Chapter
Publication date2022-01-06
Quartile SCImago
Q3
Quartile WOS
Impact factor
ISSN03029743, 16113349, 18612075, 18612083
Abstract
Model-based reinforcement learning has recently demonstrated significant advances in solving complex problems of sequential decision-making. Updating the model using the case of solving the current task allows the agent to update the model and apply it to improve the efficiency of solving the following similar tasks. This approach also aligns with case-based planning methods, which already have mechanisms for retrieving and reusing precedents. In this work, we propose a meta-learned case retrieval mechanism that provides case-based samples for the agent to accelerate the learning process. We have tested the performance of the proposed approach on the well-known MuJoCo dataset and have shown results at the level of methods using pre-generated expert data.

Citations by journals

1
Studies in Computational Intelligence
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Springer Nature
Springer Nature, 1, 50%
Springer Nature
1 publication, 50%
Pleiades Publishing
Pleiades Publishing, 1, 50%
Pleiades Publishing
1 publication, 50%
1
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Zholus A., Panov A. Case-Based Task Generalization in Model-Based Reinforcement Learning // Lecture Notes in Computer Science. 2022. Vol. 13154 LNAI. pp. 344-354.
GOST all authors (up to 50) Copy
Zholus A., Panov A. Case-Based Task Generalization in Model-Based Reinforcement Learning // Lecture Notes in Computer Science. 2022. Vol. 13154 LNAI. pp. 344-354.
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TY - GENERIC
DO - 10.1007/978-3-030-93758-4_35
UR - https://doi.org/10.1007%2F978-3-030-93758-4_35
TI - Case-Based Task Generalization in Model-Based Reinforcement Learning
T2 - Lecture Notes in Computer Science
AU - Zholus, Artem
AU - Panov, Aleksandr
PY - 2022
DA - 2022/01/06 00:00:00
PB - Springer Nature
SP - 344-354
VL - 13154 LNAI
SN - 0302-9743
SN - 1611-3349
SN - 1861-2075
SN - 1861-2083
ER -
BibTex
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BibTex Copy
@incollection{2022_Zholus
author = {Artem Zholus and Aleksandr Panov},
title = {Case-Based Task Generalization in Model-Based Reinforcement Learning},
publisher = {Springer Nature},
year = {2022},
volume = {13154 LNAI},
pages = {344--354},
month = {jan}
}
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