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Published at October 22

Enhancing Two-Player Performance Through Single-Player Knowledge Transfer: An Empirical Study on Atari 2600 Games

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Released Date: October 22, 2024

Authors: Kimiya Saadat¹, Richard Zhao¹

Aff.: ¹Department of Computer Science, University of Calgary

Arxiv: https://arxiv.org/abs/2410.16653v1

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Episode	1	5000	10000	15000	20000
Game
Double Dunk	-1.0 ± 1.78	0.4 ± 1.85	-0.4 ± 1.85	1.2 ± 1.46	2.0 ± 2.09
Double Dunk	1.2 ± 1.16	0.4 ± 0.8	-1.0 ± 0.89	-1.4 ± 1.49	-0.4 ± 0.8
Mario Bros	0.0 ± 0.0	0.0 ± 0.0	0.2 ± 0.4	0.0 ± 0.0	0.4 ± 0.48
Mario Bros	0.0 ± 0.0	0.0 ± 0.0	0.0 ± 0.0	0.0 ± 0.0	0.0 ± 0.0
Space Invaders	2.8 ± 1.6	3.4 ± 1.62	3.6 ± 1.49	5.6 ± 2.15	4.0 ± 1.0
Space Invaders	3.4 ± 1.01	2.0 ± 1.09	2.8 ± 1.59	3.2 ± 2.4	1.5 ± 0.5
Tennis	2.2 ± 1.83	1.6 ± 2.33	1.2 ± 1.93	0.4 ± 1.35	2.4 ± 1.35
Tennis	4.0 + 0.0	-0.4 ± 2.87	1.6 ± 2.93	-0.2 ± 3.48	-0.8 ± 3.24
Boxing	2.0 ± 2.28	0.8 ± 1.72	1.4 ± 2.8	4.8 ± 8.51	6.8 ± 4.4
Boxing	1.6 ± 2.41	-1.0 ± 2.6	6.6 ± 7.73	6.4 ± 10.17	3.8 ± 3.81
Pong	3.6 ± 3.32	4.6 ± 2.33	6.0 ± 0.0	6.0 ± 0.0	5.0 ± 1.26
Pong	2.8 ± 3.65	3.8 ± 1.32	3.4 ± 3.55	2.6 ± 3.26	5.2 ± 1.6
Flag Capture	0.0 ± 0.0	0.4 ± 0.48	0.4 ± 0.48	0.2 ± 0.4	1.0 ± 0.81
Flag Capture	0.0 ± 0.0	0.6 ± 0.48	0.6 ± 0.48	0.4 ± 0.48	0.4 ± 0.48
Entombed Competitive	-1.2 ± 0.74	0.0 ± 1.41	0.6 ± 2.05	0.2 ± 0.97	0.2 ± 0.74
Entombed Competitive	-0.2 ± 2.03	-0.2 ± 1.72	-0.4 ± 0.48	-0.2 ± 1.16	0.0 ± 0.63
Entombed Cooperative	1.4 ± 0.48	2.0 ± 0.0	1.2 ± 0.97	1.0 ± 0.63	1.8 ± 0.4
Entombed Cooperative	2.0 ± 0.0	1.6 ± 1.2	1.6 ± 0.8	1.0 ± 0.0	1.0 ± 0.63
Surround	0.4 ± 1.35	-0.6 ± 0.79	0.2 ± 1.32	0.0 ± 0.63	1.4 ± 0.48
Surround	-0.4 ± 1.35	-0.2 ± 1.32	1.0 ± 1.54	-0.2 ± 0.97	-0.4 ± 1.49