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Reinforcement Learning on Atari 100K (test)

2.791Mean Score

DIAMOND

Updated 4d ago

Evaluation Results

Method
DIAMOND 2025.05	2.791	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	11	-	2.15	0.087
JEDI 2025.05	2.425	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	9	-	1.64	0.219
STORM 2025.05	2.206	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	9	-	1.486	0.177
DreamerV3 2025.05	2.078	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	9	-	1.303	0.176
IRIS 2025.05	1.93	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	9	-	1.461	0.172
EASimulus 2026.01	1.818	740	148.2	2,112.7	1,590.3	524.9	14,348.1	87.4	236.5	3,446.3	79,274.4	5,081.9	32.4	579.5	5,300	7,273.4	612.4	7,569.6	9,065	19,456.2	1,430.5	20	100	3,649.2	20,748.5	1,405.9	5,742.4	12	0.773	1.004	0.394
TWM 2025.05	1.746	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	8	-	1.051	0.185
Simulus 2026.01	1.609	691.8	104.7	1,528.8	1,477.3	283.1	10,142.3	91.2	153.4	4,593.6	77,456.3	5,045.9	31.2	264.2	4,414.2	6,626.9	677.3	7,858	7,385.7	20,463.1	1,331.9	19.1	58.7	2,234	26,325	1,602.7	3,609.9	12	0.737	0.913	0.424
DIAMOND 2026.01	1.459	744.1	225.8	1,526.4	3,698.5	19.7	4,702	86.9	132.5	1,369.8	99,167.8	288.1	33.3	274.1	5,897.9	5,621.8	427.4	5,382.2	8,610.1	18,713.6	1,958.2	20.4	114.3	4,499.3	20,673.2	551.2	3,856.3	11	0.373	0.641	0.48
EADream 2026.01	1.29	776.4	144.2	883.4	1,096.9	742.6	13,372	85.4	71.8	904	89,038.6	152.2	0	692.6	4,415.8	8,801.8	337.2	3,875.6	8,729.6	23,434.6	1,580.7	20.1	-472.5	1,664.4	12,518.6	557.9	28,408.2	12	0.651	0.593	0.474
REM 2026.01	1.222	607.2	95.3	1,764.2	1,637.5	19.2	11,826	87.5	90.7	2,561.2	76,547.6	5,738.6	32.3	240.5	5,452.4	6,484.8	391.2	467.6	4,017.7	25,172.2	962.5	18	99.6	743	14,060.2	1,036.7	3,757.6	12	0.28	0.673	0.482
HarmonyDream 2026.01	1.2	1,179.3	166.3	701.7	1,260.2	627.1	11,563.3	86	34.9	627	54,687.3	267	0	1,937.9	9,564.7	9,865.3	327.8	5,237.3	7,784	22,131.7	2,663.3	20	-198.6	1,863.3	12,478.3	540.7	10,007.1	9	0.634	0.561	0.473
DreamerV3 2026.01	1.15	1,024.9	130.8	723.6	1,024.2	1,018.9	11,246.7	84.8	26.9	709.7	81,414.7	226.5	9.5	251.7	4,074.9	4,650.9	331.8	3,851.7	7,796.6	18,917.1	1,813.3	17.1	47.4	873.2	14,478.3	479.1	20,183.2	10	0.575	0.521	0.501
Human 2026.01	1	7,127.7	1,719.5	742	8,503.3	753.1	37,187.5	12.1	30.5	7,387.8	35,829.4	1,971	29.6	4,334.7	2,412.5	30,826.4	302.8	3,035	2,665.5	22,736.3	6,951.6	14.6	69,571.3	13,455	7,845	42,054.7	11,693.2	-	1	1	0
JEDI 2025.05	0.297	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	2	-	0.156	0.74
STORM 2025.05	0.238	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	0	-	0.184	0.766
DreamerV3 2025.05	0.19	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	0	-	0.122	0.823
TWM 2025.05	0.166	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	0	-	0.112	0.84
IRIS 2025.05	0.162	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	1	-	0.072	0.852
DIAMOND 2025.05	0.127	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	0	-	0.091	0.873
Random 2026.01	0	227.8	5.8	222.4	210	14.2	2,360	0.1	1.7	811	10,780.5	152.1	0	65.2	257.6	1,027	29	52	1,598	258.5	307.3	-20.7	24.9	163.9	11.5	68.4	533.4	0	0	0	1