notesum.ai

Published at November 11

An Efficient Memory Module for Graph Few-Shot Class-Incremental Learning

cs.LG

cs.AI

Released Date: November 11, 2024

Authors: Dong Li^1,2,3, Aijia Zhang⁴, Junqi Gao⁴, Biqing Qi^1,2

Aff.: ¹Department of Electronic Engineering, Tsinghua University; ²Shanghai Artificial Intelligence Laboratory; ³Institute for Advanced Study in Mathematics, Harbin Institute of Technology; ⁴School of Mathematics, Harbin Institute of Technology

Arxiv: http://arxiv.org/abs/2411.06659v1

Method	Acc. in each session (%) $\uparrow$												PD $\downarrow$	Average ACC $\uparrow$
Method	backbone	0	1	2	3	4	5	6	7	8	9	10	PD $\downarrow$	Average ACC $\uparrow$
ERGNN	GCN	73.43	77.64	29.38	32.14	20.93	21.84	16.13	15.28	15.2	11.77	11.30	62.13	29.55
ERGNN	GAT	73.43	77.64	29.38	32.14	20.93	21.84	16.13	15.28	15.20	11.77	11.30	62.13	29.55
Mecoin	GCN	73.43	45.92	25.20	18.40	19.44	13.69	11.70	11.47	9.86	8.83	8.27	65.16	22.38
Mecoin	GAT	69.06	49.49	25.30	19.85	19.44	14.78	12.79	11.91	9.90	9.15	7.52	61.54	22.65
MAS	GCN	73.43	46.40	25.20	18.40	19.44	13.69	11.70	11.47	9.86	8.83	8.27	65.16	22.38
MAS	GAT	69.06	66.64	44.45	48.13	37.08	47.04	48.58	49.16	44.26	49.13	46.39	22.67	49.99
LWF	GCN	73.43	45.92	25.75	17.82	19.71	14.16	10.95	11.38	9.90	8.08	7.73	65.7	22.26
LWF	GAT	73.60	48.83	24.59	24.03	19.95	13.91	13.76	13.24	10.83	14.02	7.46	66.14	24.02
EWC	GCN	73.43	45.92	26.48	18.52	20.27	14.59	11.41	11.59	10.04	7.79	7.75	65.68	22.53
EWC	GAT	69.06	48.5	25.58	25.34	20.39	18.59	14.86	22.71	19.7	21.31	12.55	56.51	27.14
TWP	GCN	70.54	44.90	26.71	20.65	24.16	14.56	18.77	14.37	19.37	12.48	14.48	56.06	25.54
TWP	GAT	69.06	50.27	26.53	28.27	21.4	23.29	15.04	26.74	14.86	17.03	13.77	55.29	27.84
HAG-Meta	/	87.62	82.78	79.01	74.5	67.65	63.38	60.00	57.36	55.5	52.98	51.47	36.15	66.57
Geometer	/	72.23	61.73	43.34	37.61	36.24	32.79	29.97	22.11	21.01	17.34	16.32	55.91	35.52
OURS	GCN	82.18	81.56	77.47	71.53	70.43	69.70	68.78	68.07	66.70	62.10	61.36	20.82	70.90
OURS	GAT	75.53	73.04	70.74	67.52	66.05	64.97	64.18	63.68	62.02	60.62	60.10	15.43	66.22