90 5. LEARNING IN GVGAI
Challenges of the Competition
Competition Results
fraBot-RL-QLearning fraBot-RL-
Sarsa
random DQN Prioritized Dueling DQN
A2C
OLETS DQN Prioritized Dueling
DQN
DQN OLETS
DQN Prioritized Dueling DQN
A2C DeceptiCoins
Aliens
Game
Level
Game 1 Game 2 Game 3
Ranking
3 4 5 3 4 5 3 4 5
fraBot-RL-Sarsa
fraBot-RL-QLearning
Random
††
DQN
†
Prioritized Dueling DQN
†
A2C
†
-2
-2
-0.5
61.5
36.8
8.1
1
-1
0.2
-1
-1
-1
-1
-2
-0.1
0.3
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
3.5
-
-
-
3
0
0.7
-
-
-
2
2
2.7
-
-
-
1
2
3
-
-
-
OLETS Planning Agent 41.7 48.6 3.1 0 0 2.2 4.2 8.1 14 -
5.4 COMPETITION ENTRIES
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