Game Playing on Atari 2600 (Arcade Learning Environment) v1 (test)

6,875Alien ScoreHuman

Updated 5mo ago

Evaluation Results

Method
Human2018.06	6,875	1,676	1,496	8,503	13,157	29,028	734.4	3,800	5,775	—	154.8	4.3	31.8	11,963	9,882	35,411	—	3,401	-15.5	309.6	5.5	29.6	4,335	2,321	2,672	25,763	0.9	406.7	3,035	2,395	22,736	4,367	15,693	4,076	—	—	9.3	69,571	13,455	13,513	7,845	11.9	20,182	—	—	1,652	10,250	-8.9	5,925	167.6	9,082	1,188	17,298	4,757	—	9,173
TPG2018.06	3,382.7	398.4	2,400	2,340	3,050.7	—	—	47,233.4	—	—	223.7	—	—	34,731.7	7,010	0	—	—	2	—	—	—	8,144.4	—	786.7	—	10.6	5,660	—	12,601.4	7,720	0	5,156	6,742	1,762	0	—	15,028.3	—	3,884.7	—	—	1,368	—	—	1,251	2,720	0	7,340	23.6	43,734	576.7	0	5,196.7	—	6,233.4
CGP2018.06	1,978	199	890.4	1,880	9,412	99,240	148	34,200	1,341.6	1,138	85.8	38.4	13.2	24,708	3,580	12,900	993,010	2,387	2	56.8	-51	28.2	782	1,696	2,350	2,974	4	6,130	1,400	9,086.8	57,400	0	2,568	3,696	7,520	0	20	12,702.2	770	2,914	8,960	24.2	724	-9,011	8,324	1,001	2,320	0	12,040	0	14,524	0	33,752.4	3,820	28,838.2	2,980
HyperNEAT2018.06	1,586	184.4	912.6	1,880	1,694	61,260	214	36,200	1,412.8	1,394	135.8	16.4	2.8	25,275.2	3,960	12,900	14,620	3,590	2	93.6	-49.8	29	2,260	364	370	5,090	4	6,130	800	9,086.8	57,400	0	3,408	3,696	7,520	0	-17.4	10,747.4	695	2,616	3,220	43.8	716	-7,983.6	160	1,001	2,320	0	7,540	0	14,524	0	33,752.4	3,360	24,096.4	3,000
Dueling2018.06	1,486.5	172.7	3,994.8	15,840	2,035.4	445,360	1,129.3	31,320	14,591.3	910.6	65.7	77.3	411.6	4,881	3,784	124,566	33,996	56,322.8	-0.8	2,077.4	-4.1	0.2	2,332.4	20,051.4	297	15,207.9	-1.3	835.5	10,334	8,051.6	24,288	22	2,250.6	11,185.1	20,410.5	-46.9	18.8	292.6	14,175.8	16,569.4	58,549	62	37,361.6	-11,928	1,768.4	5,993.1	90,804	4.4	6,601	48	24,759.2	200	110,976.2	7,054	25,976.5	10,164
DAE2021.09	1,372.7	394.6	2,205.1	3,750.1	1,392.3	2,888,011.1	257.8	16,302	1,729.9	—	36.1	25.9	234.9	3,915.8	1,587.3	112,319.5	—	2,477.2	-12.5	0	-60.4	19.5	367.9	1,137.2	443.5	—	-5.1	507.8	1,331	9,034	20,535.3	0.1	2,501	6,016.3	—	-12	20.7	86	11,119.6	3,150.8	16,146.3	6.9	2,049.8	—	—	914.9	5,849.2	-17.6	7,252.7	196	85,438.4	0	23,958.6	4,161.3	—	5,612.2
GAE2021.09	1,165.7	129.4	926.8	1,368.6	1,395.7	2,039,346.4	144.2	12,813	2,968.8	—	34.7	8.5	160.3	2,682.3	1,073.4	55,877.1	—	5,736.1	-12.1	0	-68.6	23.4	272	1,666	373.7	—	-4.5	277.1	1,022	5,642.2	17,389.1	0.2	1,674.8	5,685.5	—	0.1	20.9	78.2	4,357.4	5,133.2	6,530.9	6	1,580.4	—	—	665.4	4,491.8	-16.6	3,758.4	172.5	14,288.2	0	28,256.7	2,489.5	—	3,897.9
DAE2021.09	1,042.8	201.8	1,026.4	1,696.8	1,235.1	886,857.2	111.1	11,440	1,027	—	30.7	13.8	97.3	3,238.3	1,772.5	72,051.1	—	1,373.5	-15.5	0	-72.6	14.2	263.4	910.3	347.3	—	-6.1	237.4	503.2	7,496	14,286.3	0.1	1,714.7	5,013.9	—	-7.5	12.5	87.3	4,622.6	2,672	7,445.8	4.1	1,212	—	—	614.6	3,127.2	-23.1	4,733.7	150.2	19,671.7	0	20,279.4	2,414.4	—	2,520.5
Double2018.06	1,033.4	169.1	6,060.8	16,837	1,193.2	319,688	886	24,740	17,417.2	1,011.1	69.6	73.5	368.9	3,853.5	3,495	113,782	27,510	69,803.4	-0.3	1,216.6	3.2	28.8	1,448.1	15,253	200.5	14,892.5	-2.5	573	11,204	6,796.1	30,207	42	1,241.3	8,960.3	12,366.5	-186.7	19.1	-575.5	11,020.8	10,838.4	43,156	59.1	14,498	-11,490.4	810	2,628.7	58,365	-7.8	6,608	92.2	19,086.9	21	367,823.7	6,201	6,270.6	8,593
A3C LSTM2018.06	945.3	173	14,497.9	17,244.5	5,093.1	875,822	932.8	20,760	24,622.2	862.2	41.8	37.3	766.8	1,997	10,150	138,518	233,021.5	115,201.9	0.1	-82.5	22.6	0.1	197.6	17,106.8	320	28,889.5	-1.7	613	125	5,911.4	40,835	41	850.7	12,093.7	74,786.7	-135.7	10.7	421.1	21,307.5	6,591.9	73,949	2.6	1,326.1	-14,863.8	1,936.4	23,846	164,766	-6.4	27,202	144.2	105,728.7	25	470,310.5	18,082	5,615.5	23,519
Prioritized2018.06	900.5	218.4	7,748.5	31,907.5	1,654	593,642	816.8	29,100	26,172.7	1,165.6	65.8	68.6	371.6	3,421.9	6,604	131,086	21,093.5	73,185.8	2.7	1,884.4	9.2	27.9	2,930.2	57,783.8	218	20,506.4	-1	3,511.5	10,241	7,406.5	31,244	13	1,824.6	11,836.1	27,430.1	-14.8	18.9	179	11,277	18,184.4	56,990	55.4	39,096.7	-10,852.8	2,238.2	9,063	51,959	-2	7,448	33.6	29,443.7	244	374,886.9	7,451	5,965.1	9,501
GAE2021.09	809.9	90.5	653.1	724.8	1,220.7	161,787.1	82.1	9,286.7	1,617.9	—	31.6	5.7	46.8	2,566.4	1,137.9	33,832.7	—	2,334.5	-14.8	0	-79.8	15	241.2	1,163.2	310.9	—	-5.9	138.1	450.5	4,573.8	10,614.3	0	1,148.4	4,427.7	—	-4.5	8.9	74.8	1,987.7	3,347.2	2,133.9	3.9	669	—	—	474.1	2,677.5	-23.1	3,417.1	119.3	5,714.1	0.1	22,791.1	1,605.4	—	1,749.7
A3C FF2018.06	518.4	263.9	5,474.9	22,140.5	4,474.5	911,091	970.1	12,950	22,707.9	817.9	35.1	59.8	681.9	3,755.8	7,021	112,646	56,533	113,308.4	-0.1	-82.5	18.8	0.1	190.5	10,022.8	303.5	32,464.1	-2.8	541	94	5,560	28,819	67	653.7	10,476.1	52,894.1	-78.5	5.6	206.9	15,148.8	12,201.8	34,216	32.8	2,355.4	-10,911.1	1,956	15,730.5	138,218	-6.3	12,679	156.3	74,705.7	23	331,628.1	17,244	7,157.5	24,622