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Continual Learning on UCIT (Avg)

89.69ImageNet-R Accuracy

Octopus

Updated 19d ago

Evaluation Results

Method	Links
Octopus 2026.05		89.69	91.34	61.04	60.18	68.09	57.61	71.33
Multi-task 2026.05		89.53	92.2	62.7	61.86	70.4	58.49	72.53
Vanilla Rehearsal 2026.05		88.71	86.13	54.15	61.76	70.53	58.13	69.9
Octopus 2026.05		88.41	93.3	61.65	59.91	66.32	56.87	71.08
HiDe-LLaVA 2026.05		85.7	92.7	54.1	66.87	59.12	55.15	68.94
O-LoRA 2026.05		75.26	86.73	55.86	58.47	57.38	53.52	64.54
MoELoRA 2026.05		64.49	82.42	49.54	56.87	56.35	58.34	61.33
LwF 2026.05		55.6	79.86	53.23	54.87	56.51	56.34	59.4
EWC 2026.05		54.23	80.13	53.14	55.06	57.52	55.94	59.34
Sequential Finetune 2026.05		49.31	78.4	50.48	53.44	55.53	57.95	57.52
L2P 2026.05		41.52	82.32	51.98	52.21	43.16	52.77	53.99
Zero-shot 2026.05		17.2	52.16	41.07	18.7	18.63	46.99	32.46