notesum.ai

Published at October 30

eess.SY

cs.AI

cs.LG

cs.SY

Released Date: October 30, 2024

Authors: Hanyang Chen¹, Yang Jiang¹, Shengnan Guo¹, Xiaowei Mao¹, Youfang Lin¹, Huaiyu Wan¹

Aff.: ¹School of Computer Science and Technology, Beijing Jiaotong University, China

Dataset	Rate	BC	CQL	TD3+BC	DT	Diffuser	DD	DiffLight
$\mathcal{D}_{\text{HZ}}^{1}$	10%	349.59	363.5	337.54	300.64	290.66	289.38	286.17 $\pm$ 0.87
	30%	350.08	368.53	338.21	315.64	302.39	298.67	292.81 $\pm$ 0.66
	50%	357.13	383.67	343.23	343.96	313.68	422.5	304.71 $\pm$ 2.12
$\mathcal{D}_{\text{HZ}}^{2}$	10%	382.45	353.23	370.16	347.25	346.82	347.77	327.13 $\pm$ 1.43
	30%	388.73	352.55	376.06	360.59	366.24	364.6	330.68 $\pm$ 2.63
	50%	387.77	367.38	375.32	377.79	398.23	395.61	333.90 $\pm$ 2.67
$\mathcal{D}_{\text{JN}}^{1}$	10%	320.6	299.07	315.54	308.78	272.51	260.76	272.18 $\pm$ 0.93
	30%	328.97	310.8	326.37	377.39	295.09	300.49	279.10 $\pm$ 2.10
	50%	355.47	322.25	351.2	439.89	324.75	517.99	290.02 $\pm$ 2.18
$\mathcal{D}_{\text{JN}}^{2}$	10%	288.42	305.86	322.44	259.3	255.12	245.85	247.17 $\pm$ 1.38
	30%	297.26	308.13	330.43	263.24	271.53	256.16	254.87 $\pm$ 0.69
	50%	299.44	320.17	334.78	278.22	302.28	275.2	268.29 $\pm$ 0.90
$\mathcal{D}_{\text{JN}}^{3}$	10%	301.35	291.26	281.75	257.66	246.90	242.56	246.65 $\pm$ 0.94
	30%	315.03	295.61	283.24	312.56	258.83	256.95	254.55 $\pm$ 0.35
	50%	326.55	301.1	292.98	382.93	272.36	351.92	265.76 $\pm$ 0.01