Reinforcement Learning on Atari 2600 (test) (Full Game Set)

4,704Alien ScoreDelta Net

Updated 5mo ago

Evaluation Results

Method
Delta Net2021.06	4,704	339	5,710	—	—	—	321	6,780	—	—	—	—	—	—	—	31,359	—	—	—	—	—	8,707	—	—	3,338	—	—	8,095	—	2,116	—	—	21	—	6,248	9,185	—	7.2	8,853	25,769	11,599	—	—	—	120,806	—	—	—	4,265	331
Delta RNN2021.06	3,420	216	7,503	—	—	—	324	7,040	—	—	—	—	—	—	—	36,807	—	—	—	—	—	25,445	—	—	2,929.3	—	—	7,388	—	2,287	—	—	21	—	6,626	13,429	—	7	5,123	2,847	9,523	—	—	—	148,759	—	—	—	3,903	305
LT2021.06	2,135	320	2,764	—	—	—	309	933	—	—	—	—	—	—	—	8,939	—	—	—	—	—	8,197	—	—	2,425	—	—	3,722	—	1,647	—	—	21	—	4,693	6,695	—	4.8	1,812	2,345	8,915	—	—	—	57,435	—	—	—	2,719	323
Feedforward2021.06	1,985	208	4,658	—	—	—	323	12,267	—	—	—	—	—	—	—	36,255	—	—	—	—	—	10,356	—	—	2,942	—	—	5,449	—	1,737	—	—	21	—	4,967	9,932	—	7.1	469	48,150	9,397	—	—	—	185,632	—	—	—	4,863	326
RDN2021.06	1,754	368	8,088	—	—	—	316	7,373	—	—	—	—	—	—	—	41,726	—	—	—	—	—	19,775	—	—	2,979	—	—	9,201	—	2,584	—	—	21	—	5,897	18,156	—	7.5	686	27,213	9,737	—	—	—	126,140	—	—	—	5,285	336
POP3D2018.07	1,147.29	299.55	2,139.15	2,004.43	1,652.48	488,134.03	662.26	11,131.44	1,965.27	37.97	83.12	143.6	3,056.81	3,269.47	97,257.52	7,611.27	—	107.84	-21	17.76	276.47	1,556.29	413.2	-4.67	358.54	1,614.63	6,538.16	23,253.96	0.14	1,214.09	5,353.14	-2.41	13.24	87.37	5,852.1	5,260.89	25,456.31	3.08	1,487.84	693.26	14,734.11	-19.86	3,396.61	179.96	38,728.48	15.89	27,346.44	2,340.6	3,739.56	—
PPO2018.07	1,115.94	413.46	2,168.93	2,102.1	1,470.46	596,807.27	643.94	9,387.77	1,460.59	39.41	78.61	124.98	3,344.63	3,106.14	90,169.6	7,180.43	—	321.2	-27.51	15.87	267.73	1,196.2	509.81	-5.5	394.45	2,199.74	7,195.24	23,283.31	0.74	1,482.77	5,199.37	-5.81	12.83	52.76	6,744.13	5,487.17	24,688.07	8.65	1,120.15	632.17	13,643.8	-21.8	4,410.87	152.72	43,208.99	14.66	27,549.55	2,743.4	1,813.9	—
BASELINE2018.07	851.13	295.91	1,159.5	1,884.68	1,477.71	192,798.74	859.25	11,674.3	3,321.25	33.9	27.92	29.99	3,042.48	1,780.38	69,258.31	9,814.42	—	92.59	-81.9	15.93	270.42	900.74	342.74	-4.61	380.91	937.98	4,760.66	19,637.58	0.22	860.63	4,562.32	-31.27	7.2	56.7	1,760.92	5,220.64	20,385.91	13.89	1,112.51	552.5	16,288.35	-21.84	4,718.46	103.95	5,430.22	0.57	23,998.09	2,409.94	256.78	—
LSTM2021.06	846	233	7,551	—	—	—	327	6,327	—	—	—	—	—	—	—	31,447	—	—	—	—	—	13,765	—	—	3,020	—	—	15,216	—	1,676	—	—	21	—	3,905	13,638	—	7.6	708	12,461	8,337	—	—	—	155,847	—	—	—	2,737	474
TRPO2018.07	841.08	169.12	971.78	1,342.83	1,760.73	174,394.94	831.95	12,918.39	2,431.63	30.99	23.07	26.56	3,142.22	1,595.82	63,189.78	6,204.68	—	140.67	-81.97	17.33	270.57	875.93	317.86	-5.21	519.01	566.85	3,861.87	18,293.12	0.12	864.84	4,504.67	-33.93	-2.91	98.79	1,679.03	4,549.22	16,269.4	14.57	848.47	483.48	13,341.23	-21.04	4,544.68	109.18	7,085.02	0.03	23,705.39	2,045.17	1,521.28	—