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ResearchFormerly WizWand

Reinforcement Learning on the Room (test)

128Average Total Reward per EpisodeEpisodic-only
10.89641.29871.7102.102Dec 5, 2022
Updated 5mo ago

Evaluation results

MethodLinks
Episodic-onlyMemory capacity=642022.12128
Both, RL, semantic-pretrainedMemory capacity=642022.12123.8
Both, RL, semantic-scratchMemory capacity=642022.12117.9
Both, RL, semantic-pretrainedMemory capacity=322022.12116.5
Both, RL, semantic-scratchMemory capacity=322022.12109.1
Semantic-onlyMemory capacity=642022.1292.2
Semantic-onlyMemory capacity=322022.1291.6
Episodic-onlyMemory capacity=322022.1290.6
Both, RL, semantic-pretrainedMemory capacity=162022.1286.8
Both, RL, semantic-scratchMemory capacity=162022.1285.3
Semantic-onlyMemory capacity=162022.1284.2
Both, randomMemory capacity=642022.1282.6
Both, randomMemory capacity=322022.1276
Semantic-onlyMemory capacity=82022.1261.6
Both, RL, semantic-scratchMemory capacity=82022.1260.4
Both, RL, semantic-pretrainedMemory capacity=82022.1259.2
Episodic-onlyMemory capacity=162022.1256.8
Both, randomMemory capacity=162022.1254.6
Both, randomMemory capacity=82022.1239.4
Both, RL, semantic-pretrainedMemory capacity=42022.1238.2
Both, RL, semantic-scratchMemory capacity=42022.1237.6
Semantic-onlyMemory capacity=42022.1236.8
Episodic-onlyMemory capacity=82022.1235
Both, RL, semantic-pretrainedMemory capacity=22022.1225.5
Both, randomMemory capacity=42022.1225
Both, RL, semantic-scratchMemory capacity=22022.1223.9
Episodic-onlyMemory capacity=42022.1223.6
Semantic-onlyMemory capacity=22022.1222.4
Episodic-onlyMemory capacity=22022.1217.4
Both, randomMemory capacity=22022.1215.4