Archives of Elites and Generated Scenes

Representation-Based Behavior Characteristics

Archives of Elites and Example Levels on Representation-Based BC using CMA-ME

Large Number of High Tile
Small Number of High Tile
	Small Number of Enemies	Large Number of Enemies

Representative Generated Levels using CMA-ME for Representation-Based BC

KL-Divergence Behavior Characterstics

<iframe src="https://drive.google.com/file/d/1bj9F8TB4srzHU2rKt7OgTBE2E4KUzsoa/preview" width="640" height="240"></iframe>

<iframe src="https://drive.google.com/file/d/1dAP_zvqUTLBRZrfWAwowihes5kirNTub/preview" width="640" height="240"></iframe>

The Two Groundtruth Levels Used for KLBC Evaluations (Upper: Level 1, Lower: Level 2)

Archives of Elites on KL-Divergence BC using Different Algorithms

Large KL-1
Small KL-1
	Small KL-2	Large KL-2

Representative Generated Levels using CMA-ME for KL-BC

Agent-Based Behavior Characteristics

Generated Levels with Minimum (Left) and Maximum (Right) Sum Value of the 8 Agent-Based BCs

User Study Levels

Representation-Based Behavior Characteristics

<iframe src="https://drive.google.com/file/d/19ZtnZSz8IBsHlLpDMTZSb2Fhqx6ZDLEm/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1Mi6iD7TbRs1pC-FpTyiyy8O0bnoTao7m/preview" width="480" height="240"></iframe>

0 Upper Tiles, 11 Enemies

<iframe src="https://drive.google.com/file/d/1OMfTgzGDpN5jYTTpPxvAQ9Qyci_Gfmow/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1U3kKs4_aH1uZAtJeJjnkmeJZwO7v7zbS/preview" width="480" height="240"></iframe>

10 Upper Tiles, 2 Enemies

<iframe src="https://drive.google.com/file/d/1smbddNg93e0UBJqYVLXpnttiI_B1mduc/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1D3RqIzGAXYDq6omNt0DFxtCBF8_S2pzZ/preview" width="480" height="240"></iframe>

20 Upper Tiles, 14 Enemies

<iframe src="https://drive.google.com/file/d/1SKga8f61pbLIO3GCIESXdmWZRsyaUAsM/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1AYU6Bn3pMI4o6Ps8Sa8mLj1qWSjVXwJs/preview" width="480" height="240"></iframe>

23 Upper Tiles, 0 Enemies

<iframe src="https://drive.google.com/file/d/1vrfdEFan9sj9i7YjPjk04jtt_N2QT4Hi/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1BOGBgYMTj63csA1PT2RiAJ5Jv_PwrHgf/preview" width="480" height="240"></iframe>

27 Upper Tiles, 9 Enemies

<iframe src="https://drive.google.com/file/d/1NezhMeH9yyxC765zcs8ycIGfhgNXExyG/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1Ohil8eTyzl3QE_IANx3FQjl6pZsfJJ8l/preview" width="480" height="240"></iframe>

32 Upper Tiles, 4 Enemies

<iframe src="https://drive.google.com/file/d/1mQlh8xsagqCRwZJ1OuzC9B7uIIqMJjig/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1rOpXkrXgxAtpaoQIo9KCJowChocS8cQB/preview" width="480" height="240"></iframe>

45 Upper Tiles, 3 Enemies

<iframe src="https://drive.google.com/file/d/1JdRVJQtHO7CLitmRobqpVP_Q4q9Ld63B/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1DV8Z86SlUZmUCAmkr0H_fLgrR9uZtgIr/preview" width="480" height="240"></iframe>

53 Upper Tiles, 6 Enemies

<iframe src="https://drive.google.com/file/d/1ndcL9DdR6DTAZg58CIWQjyL6fHikXwUB/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1iozDTJ1RYcXulD81-UVFC-J37GmLCkwv/preview" width="480" height="240"></iframe>

78 Upper Tiles, 1 Enemies

<iframe src="https://drive.google.com/file/d/13n0lxlHYd_EJAS_1JC-DMfzGQN0oG6hK/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1ldeVW-wJuGq7p1hLU8OiRTbqXby6KHdB/preview" width="480" height="240"></iframe>

93 Upper Tiles, 3 Enemies

KL-Divergence Behavior Characteristics

<iframe src="https://drive.google.com/file/d/1OIR4ZTAXqiP8W5ME82lOy6DET6iNNp8r/preview" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1pK7w4em1C1PuB7obqg-9klEVgHuy6A_i/preview" width="480" height="240"></iframe>

KL-Divergence: 0.06, 3.47

<iframe src="https://drive.google.com/file/d/1bsjc394HXml7ypwma2zbxo7LYnzUR4zX/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1ONeqRKF7Ap9MyjYRC_koPKCsjFExs8xW/preview" width="480" height="240"></iframe>

KL-Divergence: 0.53, 1.95

<iframe src="https://drive.google.com/file/d/1EkFAmh0ulNfc2V8mGbBSpEEMspYZnbTt/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1LkkZ9edjojUg8_6dNGYiKwcjRwsglLnc/preview" width="480" height="240"></iframe>

KL-Divergence: 0.55, 3.90

<iframe src="https://drive.google.com/file/d/1RD212NrIuzdDLi6ngoqZmnLRS2_iGm23/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/13eHUveOtM5qmbKqVWnJ3ejMl9__qUWbl/preview" width="480" height="240"></iframe>

KL-Divergence: 0.77, 1.17

<iframe src="https://drive.google.com/file/d/1VDkUlsw6Gzxrbsz1GSYVeURjXYZ_chXw/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1UCKpy06pVDMfbyNlG6YMEpBFSd2ts1og/preview" width="480" height="240"></iframe>

KL-Divergence: 0.98, 0.74

<iframe src="https://drive.google.com/file/d/1sYQnXhTDDyEZVKe66Qqemw-Md5PFMCFs/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1Sn2uXND5PjZeq1l2yv1_0x7APMQ44MwB/preview" width="480" height="240"></iframe>

KL-Divergence: 1.03, 3.73

<iframe src="https://drive.google.com/file/d/1UciY-eCNRs3daDp5bA7apoBjDxrzdGvi/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1fa4J6R35jm8BdsAEhUAAbRVPYNP66Oeo/preview" width="480" height="240"></iframe>

KL-Divergence: 1.12, 1.03

<iframe src="https://drive.google.com/file/d/18NKmLMBFEV6IW7IqCH0KA-cdx8CoVReF/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1wHaTa6Lh_RTkoO2Z0_IyGZwHzGhd_VJs/preview" width="480" height="240"></iframe>

KL-Divergence: 1.24, 0.54

<iframe src="https://drive.google.com/file/d/1uj05N0u0DrgwVdZXuJIdgftsv9sCN7QQ/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1Ziu6y_SY9qogUeLCEbW4XfzJJKJmqS3O/preview" width="480" height="240"></iframe>

KL-Divergence: 1.59, 0.25

<iframe src="https://drive.google.com/file/d/1N1CkYOKrb7rgJptBFc5VvnEK8X5yTC2W/preview" allowfullscreen="allowfullscreen" width="320" height="240" frameborder="0"></iframe> <iframe src="https://drive.google.com/file/d/1jWTHOJWpdqcSp3TymT76iAdsiz-Ux-q7/preview" width="480" height="240"></iframe>

KL-Divergence: 2.23, 0.21