Optimal Skipping Rates: Training Agents with Fine-Grained Control Using Deep Reinforcement Learning

Table 1

Agent final performance for each skip count that affects the learning performance.

Skip count	Average Final Score	Episodes	Learning Time [Min]
1	67.1	1913	45.2
2	68.5	5729	31.1
3	77.7	8855	27.6
4	77.6	11733	25.4
5	75	14423	28.9
6	74.8	19332	28.7
7	84.2	23182	28.4
8	74.1	22121	28.2
9	83.1	26520	27.3
10	74.1	28411	28.5
11	80.3	28884	27.1
15	61.9	32597	27.2
20	70.7	42156	27.4
25	66	46985	26.2
30	73.6	45704	27.1
35	40.8	53034	27.4
40	61.4	52483	27.2
45	45.8	57653	27.5
50	43.4	57577	26.3