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Offline Reinforcement Learning on Atari 2600 Seaquest Minari (fixed offline dataset)

49Average Episodic ReturnERSAC-Ell-Epi*
16.7625.1333.541.87Apr 8, 2026

Evaluation results

MethodLinks
ERSAC-Ell-Epi*Offline training=true, Deterministic evaluation=true, Evaluation episodes=100, Random seeds=3, Coverage parameter (υ)=0.92026.0449
CQLOffline training=true, Deterministic evaluation=true, Evaluation episodes=100, Random seeds=32026.0447
ERSAC-Ell-NOffline training=true, Deterministic evaluation=true, Evaluation episodes=100, Random seeds=3, Coverage parameter (υ)=0.92026.0446
IQLOffline training=true, Deterministic evaluation=true, Evaluation episodes=100, Random seeds=32026.0445
ERSAC-CH-NOffline training=true, Deterministic evaluation=true, Evaluation episodes=100, Random seeds=32026.0442
SAC-NOffline training=true, Deterministic evaluation=true, Evaluation episodes=100, Random seeds=32026.0433
BRAC-BCQOffline training=true, Deterministic evaluation=true, Evaluation episodes=100, Random seeds=32026.0418