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ResearchFormerly WizWand

Sparse Autoencoder Concept Alignment on CUB

0.997SparsityMP

Evaluation results

Method	Links
MP2025.12		0.997	0.129	0.071	0.133	0.778	6.37	6.2	11.5	8.1
MP2025.12		0.997	0.174	0.053	0.193	0.87	4.13	13.8	13.5	13.5
TopK2025.12		0.995	0.099	0.062	0.241	0.968	6.89	18.2	29.7	22.4
TopK2025.12		0.995	0.208	0.066	0.26	0.736	6.95	13.3	23.7	17
TopK2025.12		0.995	0.331	0.076	0.275	0.848	6.71	13.7	22.8	17
Archetypal2025.12		0.994	0.132	0.079	0.395	0.893	6.85	14.4	22.1	17.2
Archetypal2025.12		0.991	0.1	0.082	0.55	0.967	6.07	20.7	33	25.3
Vanilla2025.12		0.99	0.127	0.099	0.152	0.752	6.86	10.8	16.6	13
BatchTopK2025.12		0.988	0.098	0.075	0.657	0.973	5.77	23.1	36.6	28.2
MP2025.12		0.988	0.1	0.088	0.363	0.968	6.51	18.5	26.4	21.5
Vanilla2025.12		0.985	0.101	0.088	0.35	0.968	6.55	19.9	28	23
BatchTopK2025.12		0.982	0.127	0.077	0.632	0.835	5.47	15	26.7	19.1
Jump2025.12		0.98	0.098	0.095	0.419	0.974	6.34	19.7	28.5	23
Archetypal2025.12		0.974	0.115	0.092	0.23	0.797	5.655	17.4	29.4	21.7
BatchTopK2025.12		0.969	0.114	0.089	0.607	0.768	5.03	15.9	27.6	20.1
Jump2025.12		0.967	0.118	0.137	0.362	0.807	6.59	15	23.5	18.2
Vanilla2025.12		0.963	0.134	0.153	0.676	0.928	6.79	22.6	28.1	24.5
Jump2025.12		0.949	0.131	0.156	0.706	0.938	6.81	24.2	32.3	27.2