Causally Abstracted Multi-armed Bandits

Multi-armed bandits (MAB) and causal MABs (CMAB) are established frameworks for decision-making problems. The majority of prior work typically studies and solves individual MAB and CMAB in isolation for a given problem and associated data. However, decision-makers are often faced with multiple relat...

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Veröffentlicht in:	arXiv.org 2024-07
Hauptverfasser:	Zennaro, Fabio Massimo, Bishop, Nicholas, Dyer, Joel, Felekis, Yorgos, Calinescu, Anisoara, Wooldridge, Michael, Damoulas, Theodoros
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Decision making Decision theory Machine learning Multi-armed bandit problems
Online-Zugang:	Volltext
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