Evaluating the impact of curriculum learning on the training process for an intelligent agent in a video game
We want to measure the impact of the curriculum learning technique on a reinforcement training setup, several experiments were designed with different training curriculums adapted for the video game chosen as a case study. Then all were executed on a selected game simulation platform, using two rei...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Asociación Española para la Inteligencia Artificial
2021-09-01
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| Series: | Inteligencia Artificial |
| Subjects: | |
| Online Access: | http://journal.iberamia.org/index.php/intartif/article/view/532 |
| Summary: | We want to measure the impact of the curriculum learning technique on a reinforcement training setup, several experiments were designed with different training curriculums adapted for the video game chosen as a case study. Then all were executed on a selected game simulation platform, using two reinforcement learning algorithms, and using the mean cumulative reward as a performance measure. Results suggest that curriculum learning has a significant impact on the training process, increasing training times in some cases, and decreasing them up to 40% percent in some other cases.
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| ISSN: | 1137-3601 1988-3064 |