Zobrazeno 1 - 10
of 17
pro vyhledávání: '"Röpke, Willem"'
Autor:
Felten, Florian, Ucak, Umut, Azmani, Hicham, Peng, Gao, Röpke, Willem, Baier, Hendrik, Mannion, Patrick, Roijers, Diederik M., Terry, Jordan K., Talbi, El-Ghazali, Danoy, Grégoire, Nowé, Ann, Rădulescu, Roxana
Many challenging tasks such as managing traffic systems, electricity grids, or supply chains involve complex decision-making processes that must balance multiple conflicting objectives and coordinate the actions of various independent decision-makers
Externí odkaz:
http://arxiv.org/abs/2407.16312
Autor:
Röpke, Willem, Reymond, Mathieu, Mannion, Patrick, Roijers, Diederik M., Nowé, Ann, Rădulescu, Roxana
A significant challenge in multi-objective reinforcement learning is obtaining a Pareto front of policies that attain optimal performance under different preferences. We introduce Iterated Pareto Referent Optimisation (IPRO), a principled algorithm t
Externí odkaz:
http://arxiv.org/abs/2402.07182
Autor:
Vamplew, Peter, Foale, Cameron, Hayes, Conor F., Mannion, Patrick, Howley, Enda, Dazeley, Richard, Johnson, Scott, Källström, Johan, Ramos, Gabriel, Rădulescu, Roxana, Röpke, Willem, Roijers, Diederik M.
Research in multi-objective reinforcement learning (MORL) has introduced the utility-based paradigm, which makes use of both environmental rewards and a function that defines the utility derived by the user from those rewards. In this paper we extend
Externí odkaz:
http://arxiv.org/abs/2402.02665
Autor:
Röpke, Willem, Hayes, Conor F., Mannion, Patrick, Howley, Enda, Nowé, Ann, Roijers, Diederik M.
For effective decision support in scenarios with conflicting objectives, sets of potentially optimal solutions can be presented to the decision maker. We explore both what policies these sets should contain and how such sets can be computed efficient
Externí odkaz:
http://arxiv.org/abs/2305.05560
A classic model to study strategic decision making in multi-agent systems is the normal-form game. This model can be generalised to allow for an infinite number of pure strategies leading to continuous games. Multi-objective normal-form games are ano
Externí odkaz:
http://arxiv.org/abs/2301.05755
We provide an in-depth study of Nash equilibria in multi-objective normal form games (MONFGs), i.e., normal form games with vectorial payoffs. Taking a utility-based approach, we assume that each player's utility can be modelled with a utility functi
Externí odkaz:
http://arxiv.org/abs/2112.06500
We consider preference communication in two-player multi-objective normal-form games. In such games, the payoffs resulting from joint actions are vector-valued. Taking a utility-based approach, we assume there exists a utility function for each playe
Externí odkaz:
http://arxiv.org/abs/2111.09191
We present a detailed analysis of Nash equilibria in multi-objective normal-form games, which are normal-form games with vectorial payoffs. Our approach is based on modelling each player's utility using a utility function that maps a vector to a scal
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=od______3848::b22fbb2b01d0d84683d82db70f756d3c
https://biblio.vub.ac.be/vubir/(693de225-0cac-4e4f-9b71-1c08568e8350).html
https://biblio.vub.ac.be/vubir/(693de225-0cac-4e4f-9b71-1c08568e8350).html
Akademický článek
Tento výsledek nelze pro nepřihlášené uživatele zobrazit.
K zobrazení výsledku je třeba se přihlásit.
K zobrazení výsledku je třeba se přihlásit.