Learning Non-Differentiable Graphs of Utility AI
| dc.contributor.author | Świechowski, Maciej | |
| dc.date.accessioned | 2023-09-22T06:29:34Z | |
| dc.date.available | 2023-09-22T06:29:34Z | |
| dc.date.issued | 2023 | |
| dc.description.abstract | Utility AI is an approach to modelling AI players in computer games. Its structure is a graph that computes the utility values of possible actions and chooses the one with the highest value. Currently, such graphs are created by experts manually. This paper presents the first attempts to create them automatically – through learning from data. The problem is similar to training neural networks except that the utility graphs are non-differentiable and contain various types of nodes (more complex than neurons). We present the most promising methods, preliminary experiments and results. | en_EN |
| dc.identifier.citation | Świechowski M., Learning Non-Differentiable Graphs of Utility AI. W: Progress in Polish Artificial Intelligence Research 4, Wojciechowski A. (Ed.), Lipiński P. (Ed.)., Seria: Monografie Politechniki Łódzkiej Nr. 2437, Wydawnictwo Politechniki Łódzkiej, Łódź 2023, s. 181-186, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928.28. | |
| dc.identifier.doi | 10.34658/9788366741928.28 | |
| dc.identifier.isbn | 978-83-66741-92-8 | |
| dc.identifier.uri | http://hdl.handle.net/11652/4804 | |
| dc.identifier.uri | https://doi.org/10.34658/9788366741928.28 | |
| dc.language.iso | en | en_EN |
| dc.page.number | s. 181-186 | |
| dc.publisher | Wydawnictwo Politechniki Łódzkiej | pl_PL |
| dc.publisher | Lodz University of Technology Press | en_EN |
| dc.relation.ispartof | Wojciechowski A. (Ed.), Lipiński P. (Ed.)., Progress in Polish Artificial Intelligence Research 4, Seria: Monografie Politechniki Łódzkiej Nr. 2437, Wydawnictwo Politechniki Łódzkiej, Łódź 2023, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928. | |
| dc.rights | Dla wszystkich w zakresie dozwolonego użytku | pl_PL |
| dc.rights | Fair use condition | en_EN |
| dc.rights.license | Licencja PŁ | pl_PL |
| dc.rights.license | LUT License | en_EN |
| dc.subject | computer games | en_EN |
| dc.subject | utility theory | en_EN |
| dc.subject | machine learning | en_EN |
| dc.subject | gry komputerowe | pl_PL |
| dc.subject | teoria użyteczności | pl_PL |
| dc.subject | uczenie maszynowe | pl_PL |
| dc.title | Learning Non-Differentiable Graphs of Utility AI | en_EN |
| dc.type | Rozdział - monografia | pl_PL |
| dc.type | Chapter - monograph | en_EN |