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Continual Concept Learning on 10 Sequential Concepts (test)

100UA

UCE

Updated 4d ago

Evaluation Results

Method
UCE 2025.12	100	65	36	21.2	25.9	25	52.5
UCE 2025.12	100	34	34	20.4	22.9	24.9	55.4
UCE 2025.12	100	12	9	18.5	19.7	21.1	137.2
UCE 2025.12	100	7	7	18.7	19.9	20.6	158
ESD-x 2025.12	99	51	77	28.1	31.1	31.8	7.7
MACE 2025.12	99	61	81	27.6	32.7	32.1	6.8
UCE 2025.12	99	6	4	18.6	19.3	20.6	136.8
UCE 2025.12	98	7	2	18.9	19.7	20.7	130
UCE 2025.12	98	5	2	18.9	19.8	20.9	146.7
ESD-u 2025.12	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
DUGE 2025.12	96	65	83	29.9	33.4	32.5	6.4
ESD-u 2025.12	96	3	8	19.1	18.6	19.9	264.9
UCE 2025.12	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-x 2025.12	92	58	70	28	31.5	30.9	10.3
ESD-x 2025.12	92	20	18	21.2	22.1	22.3	53.9
UCE 2025.12	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
UCE 2025.12	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-u 2025.12	87	12	12	21.5	20.6	21.4	222.1
ESD-x 2025.12	87	26	26	23	24.2	24.4	49.8
ESD-x 2025.12	86	33	35	24.6	26.2	26	39
ESD-x 2025.12	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-u 2025.12	83	14	13	22.2	20.9	21.6	212.8
ESD-x 2025.12	83	38	39	25.4	26.9	27.1	33.6
ESD-x 2025.12	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
DUGE 2025.12	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-u 2025.12	79	18	17	23.3	21.9	22.3	180.9
ESD-x 2025.12	78	33	41	25.5	27.1	27.3	32.1
ESD-u 2025.12	77	59	67	30.1	31.1	30.6	21.8
ESD-u 2025.12	73	24	21	24.3	23.1	23.1	156
ESD-x 2025.12	71	51	56	27.9	29.8	29.3	18
ESD-u 2025.12	67	38	45	27.1	26.8	26.8	82.5
ESD-u 2025.12	67	33	32	25.6	24.5	24.7	129.6
DUGE 2025.12	66	70	75	31.5	32.8	31.8	10.3
DUGE 2025.12	64	73	74	31.6	32.9	31.9	10
DUGE 2025.12	63	70	77	31.1	32.5	31.8	11.2
MACE 2025.12	61	65	74	29.5	31.2	31.1	10.1
DUGE 2025.12	60	74	81	31.7	33.2	32.4	7.5
DUGE 2025.12	59	72	74	31.6	32.7	31.8	10.4
DUGE 2025.12	58	75	78	32.1	32.8	32.3	8.8
DUGE 2025.12	54	84	81	31.5	34.1	32.3	6.5
ESD-u 2025.12	53	49	54	29.1	28.9	28.5	48
MACE 2025.12	53	86	86	31.6	34.5	32.2	6.1
DUGE 2025.12	48	79	80	32.7	33.3	32.2	7.3
MACE 2025.12	43	86	82	30.5	33.6	31.9	6.8
MACE 2025.12	41	78	74	31.4	31.5	31.1	8.6
MACE 2025.12	29	81	77	31.8	32.1	31.4	7.7
MACE 2025.12	28	85	80	32.5	32.9	31.8	6.6
MACE 2025.12	22	84	84	33.2	33.3	32.1	6.2
MACE 2025.12	21	81	83	32.2	32.8	31.8	6.7
MACE 2025.12	15	85	83	32.9	33	31.9	6