Sample-Efficient Multi-Objective Learning via Generalized Policy Improvement Prioritization

Lucas Nunes Alegre; Ana Bazzan; Diederik M. Roijers; Ann Nowe; Bruno C. da Silva

Sample-Efficient Multi-Objective Learning via Generalized Policy Improvement Prioritization

Lucas Nunes Alegre, Ana Bazzan, Diederik M. Roijers, Ann Nowe, Bruno C. da Silva

Onderzoeksoutput: Conference paper

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Originele taal-2	English
Titel	AAMAS '23: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems
Uitgeverij	International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS)
Pagina's	2003–2012
Aantal pagina's	10
ISBN van elektronische versie	978-1-4503-9432-1
Status	Accepted/In press - 2023
Evenement	The 22nd International Conference on Autonomous Agents and Multiagent Systems - London, United Kingdom Duur: 29 mei 2023 → 2 jun. 2023 https://aamas2023.soton.ac.uk

Publicatie series

Naam	The 22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023)
Uitgeverij	International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS)

Conference

Conference	The 22nd International Conference on Autonomous Agents and Multiagent Systems
Verkorte titel	AAMAS 2023
Land/Regio	United Kingdom
Stad	London
Periode	29/05/23 → 2/06/23
Internet adres	https://aamas2023.soton.ac.uk

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1 Actief

VLAAI1: Vlaams Artificiële Intelligentie Onderzoeksprogramma (VAIOP) – tweede cyclus
Nowe, A. (Administrative Promotor) & Vanderborght, B. (Co-Promoter)
1/01/24 → 31/12/28
Project: Toegepast
FWOAL937: Richting interpreteerbaar bekrachtingsleren
Nowe, A. (Administrative Promotor)
1/01/19 → 31/12/22
Project: Fundamenteel

Towards Sample-Efficient Multi-Objective Reinforcement Learning
Nunes Alegre, L., 2023, (Accepted/In press) In: The 22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023). 3 blz.
Onderzoeksoutput: Conference paper

Open Access
Bestand
MO-Gym: A Library of Multi-Objective Reinforcement Learning Environments
Nunes Alegre, L., Felten, F., Talbi, E.-G., Danoy, G., Nowé, A., Bazzan, A. & C. da Silva, B., 2022, Proceedings of the 34th Benelux Conference on Artificial Intelligence BNAIC/Benelearn 2022.
Onderzoeksoutput: Conference paper

Open Access

Citeer dit

Nunes Alegre, L., Bazzan, A., Roijers, D. M., Nowe, A., & C. da Silva, B. (Geaccepteerd/In druk). Sample-Efficient Multi-Objective Learning via Generalized Policy Improvement Prioritization. In AAMAS '23: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems (blz. 2003–2012). (The 22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023)). International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS).

Nunes Alegre, Lucas ; Bazzan, Ana ; Roijers, Diederik M. et al. / Sample-Efficient Multi-Objective Learning via Generalized Policy Improvement Prioritization. AAMAS '23: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems. International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), 2023. blz. 2003–2012 (The 22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023)).

@inproceedings{cfeb8360b0c84b71963c91cf95245de2,

title = "Sample-Efficient Multi-Objective Learning via Generalized Policy Improvement Prioritization",

keywords = "Multi-objective, Model-based RL",

author = "{Nunes Alegre}, Lucas and Ana Bazzan and Roijers, {Diederik M.} and Ann Nowe and {C. da Silva}, Bruno",

year = "2023",

language = "English",

series = "The 22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023)",

publisher = "International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS)",

pages = "2003–2012",

booktitle = "AAMAS '23: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems",

note = "The 22nd International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2023 ; Conference date: 29-05-2023 Through 02-06-2023",

url = "https://aamas2023.soton.ac.uk",

}

Nunes Alegre, L, Bazzan, A, Roijers, DM , Nowe, A & C. da Silva, B 2023, Sample-Efficient Multi-Objective Learning via Generalized Policy Improvement Prioritization. in AAMAS '23: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems. The 22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023), International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), blz. 2003–2012, The 22nd International Conference on Autonomous Agents and Multiagent Systems, London, United Kingdom, 29/05/23.

Sample-Efficient Multi-Objective Learning via Generalized Policy Improvement Prioritization. / Nunes Alegre, Lucas; Bazzan, Ana; Roijers, Diederik M. et al.
AAMAS '23: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems. International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), 2023. blz. 2003–2012 (The 22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023)).

Onderzoeksoutput: Conference paper

TY - GEN

T1 - Sample-Efficient Multi-Objective Learning via Generalized Policy Improvement Prioritization

AU - Nunes Alegre, Lucas

AU - Bazzan, Ana

AU - Roijers, Diederik M.

AU - Nowe, Ann

AU - C. da Silva, Bruno

PY - 2023

Y1 - 2023

KW - Multi-objective

KW - Model-based RL

M3 - Conference paper

T3 - The 22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023)

SP - 2003

EP - 2012

BT - AAMAS '23: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems

PB - International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS)

T2 - The 22nd International Conference on Autonomous Agents and Multiagent Systems

Y2 - 29 May 2023 through 2 June 2023

ER -

Nunes Alegre L, Bazzan A, Roijers DM , Nowe A, C. da Silva B. Sample-Efficient Multi-Objective Learning via Generalized Policy Improvement Prioritization. In AAMAS '23: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems. International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS). 2023. blz. 2003–2012. (The 22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023)).

Sample-Efficient Multi-Objective Learning via Generalized Policy Improvement Prioritization

Publicatie series

Conference

Toegang tot document

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Projecten

VLAAI1: Vlaams Artificiële Intelligentie Onderzoeksprogramma (VAIOP) – tweede cyclus

FWOAL937: Richting interpreteerbaar bekrachtingsleren

Onderzoekersoutput

Towards Sample-Efficient Multi-Objective Reinforcement Learning

MO-Gym: A Library of Multi-Objective Reinforcement Learning Environments

Citeer dit