![]() On average, auxiliary targets increases the quality by 24% and sampling conditions from Gaussian mixture models increases the sample quality by 13%. The results show that diversity sampling at least doubles the unique plan count in the generated levels. For the bootstrapping method, we propose using diversity sampling to improve the solution diversity, auxiliary targets to enhance the models' quality and Gaussian mixture models to improve the sample quality. ![]() We will propose some modifications to either adapt the methods to the task or improve their efficiency and performance. The methods will be bootstrapping conditional generative models, controllable & uncontrollable procedural content generation via reinforcement learning (PCGRL) and generative playing networks. This paper's goal is to conduct an experimental study on four recent deep learning procedural level generators for Sokoban to explore their strengths and weaknesses. Deep learning for procedural level generation has been explored in many recent works, however, experimental comparisons with previous works are rare and usually limited to the work they extend upon.
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Kluson®, the Kluson logo, Kluson stylized K, Kluson pinstripes and logo / artwork design(s), are registered trademarks of WD Music Products, Inc.Īll other trademarks, service marks and trade names present on this site are trademarks or registered trademarks of their respective owners. WD®, the WD logo, and logo / artwork design(s), are registered trademarks of WD Music Products, Inc. ![]() The undo button allows you to undo one move at a time, all you need to do is prepare your strategy for your next move. Play quickly to increase your time bonus. ![]() This matching gameplay is a wonderful way to wind down after a long day while keeping your mind in peak condition. What is Pyramid Solitaire Pyramid Solitaire is a unique spin on traditional Klondike Solitaire, in which the cards are arranged in a pyramid format in separate columns. Kings are special because they can be removed on their own. 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