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

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

0 Upper Tiles, 11 Enemies


10 Upper Tiles, 2 Enemies


20 Upper Tiles, 14 Enemies


23 Upper Tiles, 0 Enemies


27 Upper Tiles, 9 Enemies


32 Upper Tiles, 4 Enemies


45 Upper Tiles, 3 Enemies


53 Upper Tiles, 6 Enemies


78 Upper Tiles, 1 Enemies


93 Upper Tiles, 3 Enemies


KL-Divergence Behavior Characteristics


KL-Divergence: 0.06, 3.47


KL-Divergence: 0.53, 1.95


KL-Divergence: 0.55, 3.90


KL-Divergence: 0.77, 1.17


KL-Divergence: 0.98, 0.74


KL-Divergence: 1.03, 3.73


KL-Divergence: 1.12, 1.03


KL-Divergence: 1.24, 0.54


KL-Divergence: 1.59, 0.25


KL-Divergence: 2.23, 0.21