notesum.ai

Published at November 26

Instance-Aware Graph Prompt Learning

cs.LG

Released Date: November 26, 2024

Authors: Jiazheng Li¹, Jundong Li², Chuxu Zhang¹

Aff.: ¹School of Computing, University of Connecticut; ²Department of Electrical and Computer Engineering, University of Virginia

Arxiv: http://arxiv.org/abs/2411.17676v1

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Tuning Strategies	Methods	BBBP	Tox21	ToxCast	SIDER	ClinTox	BACE	HIV	MUV	Avg.
Supervised	GIN	80.20±1.70	64.55±1.14	53.77±2.32	52.11±1.51	52.68±4.62	69.14±1.17	62.87±2.52	49.17±5.92	60.56
	GCN	83.97±0.86	64.65±0.73	51.35±1.43	48.54±0.75	59.22±2.64	71.91±1.74	59.91±1.06	50.85±4.02	61.3
	GraphSAGE	80.72±1.37	63.91±1.08	52.09±0.43	49.14±1.19	59.57±2.40	71.33±0.97	61.06±1.34	53.08±5.38	61.36
Pre-training+ Fine-tuning	Linear Probing	79.67±1.31	69.99±0.27	61.74±0.48	52.61±0.39	70.33±3.76	76.17±0.77	65.04±1.49	59.12±1.33	66.83
Pre-training+ Fine-tuning	Fine Tuning	88.30±3.09	69.25±0.73	60.42±0.55	52.32±0.10	72.09±2.74	74.97±0.62	64.12±0.90	54.17±2.11	66.95
	All in One	49.49±5.32	52.45±2.23	50.33±5.05	51.24±2.06	57.65±11.11	53.22±7.14	46.31±7.50	-	51.52
	GPF	82.86±1.98	69.56±2.50	61.11±0.43	52.24±0.16	73.31±4.08	76.54±1.76	63.21±0.53	59.14±1.02	67.24
Prompt Learning	GPF-plus	83.08±1.57	71.31±0.80	60.85±1.69	52.44±0.83	73.85±2.15	76.02±0.99	64.49±1.19	59.93±0.83	67.74
	IA-GPL	85.62±0.52	72.55±0.40	61.63±0.40	52.85±0.84	74.50±0.76	76.64±0.83	64.60±0.95	59.32±1.13	68.46