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

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

53 Downloads (Pure)

Original language	English
Title of host publication	AAMAS '23: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems
Publisher	International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS)
Pages	2003–2012
Number of pages <span style="color:red"p> <font size="1.5"> ✽ </span> </font>	10
ISBN (Electronic)	978-1-4503-9432-1
Publication status	Accepted/In press - 2023
Event	The 22nd International Conference on Autonomous Agents and Multiagent Systems - London, United Kingdom Duration: 29 May 2023 → 2 Jun 2023 https://aamas2023.soton.ac.uk

Publication series

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

Conference

Conference	The 22nd International Conference on Autonomous Agents and Multiagent Systems
Abbreviated title	AAMAS 2023
Country/Territory	United Kingdom
City	London
Period	29/05/23 → 2/06/23
Internet address	https://aamas2023.soton.ac.uk

Keywords

Multi-objective
Model-based RL

Access to Document

camera-ready-aamasFinal published version, 5.1 MB

1 Finished
1 Active

VLAAI1: Flanders Artificial Intelligence Research program (FAIR) – second cycle
Nowe, A. & Vanderborght, B.
1/01/24 → 31/12/28
Project: Applied
FWOAL937: Towards Explainable Reinforcement Learning
Nowe, A.
1/01/19 → 31/12/22
Project: Fundamental

2 Conference paper

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 p.
Research output: Contribution to journal › Conference paper

Open Access
File
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.
Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

Open Access

Cite this

Nunes Alegre, L., Bazzan, A., Roijers, D. M., Nowe, A., & C. da Silva, B. (Accepted/In press). 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 (pp. 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. ; Nowe, Ann ; C. da Silva, Bruno. / 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. pp. 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), pp. 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.; Nowe, Ann; C. da Silva, Bruno.

AAMAS '23: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems. International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), 2023. p. 2003–2012 (The 22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023)).

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

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. p. 2003–2012. (The 22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023)).

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

Publication series

Conference

Keywords

Access to Document

Projects

VLAAI1: Flanders Artificial Intelligence Research program (FAIR) – second cycle

FWOAL937: Towards Explainable Reinforcement Learning

Research output

Towards Sample-Efficient Multi-Objective Reinforcement Learning

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

Cite this