Continual Concept Learning on 10 Sequential Concepts (test)

100UAUCE

Evaluation results

Method
UCE2025.12	100	65	36	21.2	25.9	25	52.5
UCE2025.12	100	34	34	20.4	22.9	24.9	55.4
UCE2025.12	100	12	9	18.5	19.7	21.1	137.2
UCE2025.12	100	7	7	18.7	19.9	20.6	158
ESD-x2025.12	99	51	77	28.1	31.1	31.8	7.7
MACE2025.12	99	61	81	27.6	32.7	32.1	6.8
UCE2025.12	99	6	4	18.6	19.3	20.6	136.8
UCE2025.12	98	7	2	18.9	19.7	20.7	130
UCE2025.12	98	5	2	18.9	19.8	20.9	146.7
ESD-u2025.12	97	54	75	29.3	31.6	31.8	11.46
DFR (Adaptive Context Mapping)2025.12	97	86	87	30.2	35.2	32.5	7.9
DFR (Adaptive Context Mapping)2025.12	97	86	86	29.1	34.8	32.3	8
DUGE2025.12	96	65	83	29.9	33.4	32.5	6.4
ESD-u2025.12	96	3	8	19.1	18.6	19.9	264.9
UCE2025.12	94	7	4	19.1	19.6	20.4	137
DFR (Fixed Context Mapping)2025.12	93	85	87	30.5	33.6	32.5	8.8
DFR (Adaptive Context Mapping)2025.12	93	84	85	30.4	33.3	32.4	8.6
ESD-x2025.12	92	58	70	28	31.5	30.9	10.3
ESD-x2025.12	92	20	18	21.2	22.1	22.3	53.9
UCE2025.12	92	9	4	19.4	20	20.2	132.9
DFR (Fixed Context Mapping)2025.12	92	88	87	30.2	34.4	32.4	8.4
DFR (Adaptive Context Mapping)2025.12	92	89	84	28.6	34.4	32.2	8.2
DFR (Adaptive Context Mapping)2025.12	90	79	82	30.3	33.1	32.4	10.3
UCE2025.12	89	13	10	19.4	20.4	21.2	111.5
DFR (Fixed Context Mapping)2025.12	89	81	84	30.4	33.1	32.1	9.9
DFR (Adaptive Context Mapping)2025.12	88	84	84	30.7	32.9	32.2	9.6
ESD-u2025.12	87	12	12	21.5	20.6	21.4	222.1
ESD-x2025.12	87	26	26	23	24.2	24.4	49.8
ESD-x2025.12	86	33	35	24.6	26.2	26	39
ESD-x2025.12	86	28	29	23.8	24.9	25.1	46
DFR (Fixed Context Mapping)2025.12	86	87	85	30.8	33.1	32.4	9.4
DFR (Fixed Context Mapping)2025.12	86	86	83	30.7	33.2	32.2	9.7
DFR (Fixed Context Mapping)2025.12	86	81	85	30.4	33	32.1	10.5
DFR (Adaptive Context Mapping)2025.12	86	85	82	30.6	33.1	32.1	10
DFR (Adaptive Context Mapping)2025.12	86	80	83	30.2	32.8	32	11.1
DFR (Fixed Context Mapping)2025.12	85	88	88	33.2	35.3	32.6	8
DFR (Fixed Context Mapping)2025.12	85	86	87	31.3	34.9	32.4	8
DFR (Fixed Context Mapping)2025.12	85	86	86	30.8	33.5	32.3	9.2
DFR (Fixed Context Mapping)2025.12	85	82	84	30.5	33	32.1	10.1
ESD-u2025.12	83	14	13	22.2	20.9	21.6	212.8
ESD-x2025.12	83	38	39	25.4	26.9	27.1	33.6
ESD-x2025.12	83	34	36	25	26.2	26	38.3
DFR (Adaptive Context Mapping)2025.12	83	85	83	29.6	33.5	32.2	9.3
DUGE2025.12	82	77	83	31.8	34.2	32.4	6.3
DFR (Adaptive Context Mapping)2025.12	81	78	81	29.5	32.7	31.7	10.7
ESD-u2025.12	79	18	17	23.3	21.9	22.3	180.9
ESD-x2025.12	78	33	41	25.5	27.1	27.3	32.1
ESD-u2025.12	77	59	67	30.1	31.1	30.6	21.8
ESD-u2025.12	73	24	21	24.3	23.1	23.1	156
ESD-x2025.12	71	51	56	27.9	29.8	29.3	18
ESD-u2025.12	67	38	45	27.1	26.8	26.8	82.5
ESD-u2025.12	67	33	32	25.6	24.5	24.7	129.6
DUGE2025.12	66	70	75	31.5	32.8	31.8	10.3
DUGE2025.12	64	73	74	31.6	32.9	31.9	10
DUGE2025.12	63	70	77	31.1	32.5	31.8	11.2
MACE2025.12	61	65	74	29.5	31.2	31.1	10.1
DUGE2025.12	60	74	81	31.7	33.2	32.4	7.5
DUGE2025.12	59	72	74	31.6	32.7	31.8	10.4
DUGE2025.12	58	75	78	32.1	32.8	32.3	8.8
DUGE2025.12	54	84	81	31.5	34.1	32.3	6.5
ESD-u2025.12	53	49	54	29.1	28.9	28.5	48
MACE2025.12	53	86	86	31.6	34.5	32.2	6.1
DUGE2025.12	48	79	80	32.7	33.3	32.2	7.3
MACE2025.12	43	86	82	30.5	33.6	31.9	6.8
MACE2025.12	41	78	74	31.4	31.5	31.1	8.6
MACE2025.12	29	81	77	31.8	32.1	31.4	7.7
MACE2025.12	28	85	80	32.5	32.9	31.8	6.6
MACE2025.12	22	84	84	33.2	33.3	32.1	6.2
MACE2025.12	21	81	83	32.2	32.8	31.8	6.7
MACE2025.12	15	85	83	32.9	33	31.9	6