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Generative Modeling on ImageNet (val)

2.31FDval

DRL (λ*)

Updated 1mo ago

Evaluation Results

Method
DRL (λ*) 2026.06	2.31	0.38	71.4	65.2	1.042	95.2
Base 2026.06	2.32	0.35	71.4	65.1	1.043	95.3
DRL (λ=1, R1=0) 2026.06	2.43	0.49	71.6	64.5	1.052	95.3
Base 2026.06	2.77	0.71	70.2	64.2	1.004	93.9
Base 2026.06	2.9	0.7	71.3	62.6	1.065	94.1
DRL (λ=1, R1=0) 2026.06	3.05	0.74	69.8	62.7	0.976	93.2
DRL (λ*) 2026.06	3.05	0.74	69.8	62.7	0.976	93.2
DRL (λ*) 2026.06	3.05	0.94	71.8	62.1	1.067	94.5
Base 2026.06	3.16	0.74	68.4	62.9	0.95	92.8
DRL (λ*) 2026.06	3.26	1.08	73.4	61	1.136	94.6
DRL (λ=1, R1=0) 2026.06	3.66	1.16	71.9	61.1	1.072	94.3
DRL (λ=1, R1=0) 2026.06	4.17	1.77	74.2	58.2	1.169	94.7
DRL (λ*) 2026.06	5.97	2.71	80	65.1	0.954	89.5
DRL (λ=1, R1=0) 2026.06	6.44	2.91	82	60.5	1.013	89.5
Base 2026.06	6.66	3.37	81	60.8	0.992	89.5
DRL (λ*) 2026.06	10.14	5.94	81.8	45.6	1.029	86.2
DRL (λ*) 2026.06	11.03	19.18	83.9	52.4	1.185	91.7
Base 2026.06	11.18	20.65	83	48.8	1.141	91
DRL (λ*) 2026.06	11.34	20.71	83.3	48.2	1.165	90.7
DRL (λ=1, R1=0) 2026.06	11.77	23.36	86	48.8	1.28	92.7
Base 2026.06	11.81	22.86	85.5	49.4	1.252	92.5
DRL (λ=1, R1=0) 2026.06	12.43	7.74	81.6	39.7	1.039	84.7
DRL (λ=1, R1=0) 2026.06	12.77	23.03	83.2	47.5	1.172	89.9
Base 2026.06	13.16	8.56	81.3	37.6	1.038	84.1
Base 2026.06	13.48	25.3	84.2	40	1.241	89.8
DRL (λ*) 2026.06	13.64	24.76	84.5	40.1	1.253	89.6
DRL (λ=1, R1=0) 2026.06	14.95	27.46	84.2	40.5	1.238	88.7
DRL (λ*) 2026.06	15	9.02	85.2	35.4	1.243	86.2
DRL (λ=1, R1=0) 2026.06	16.8	11.71	84.1	32.4	1.235	86.6
DRL (λ*) 2026.06	18.43	42.03	85.4	33.9	1.253	89.9
DRL (λ*) 2026.06	18.54	10.99	85.1	23.4	1.354	83.1
DRL (λ=1, R1=0) 2026.06	18.94	42.95	84.6	34.8	1.206	89.6
Base 2026.06	19.93	46.8	83.7	34.8	1.168	88.8
DRL (λ=1, R1=0) 2026.06	20.61	15.16	83.7	22	1.303	84
Base 2026.06	20.97	14.02	83.1	23.8	1.233	81.8
Base 2026.06	24.1	16.7	83.5	15.6	1.337	80
DRL (λ*) 2026.06	34.68	10.51	76.2	71.9	0.915	89.7
DRL (λ=1, R1=0) 2026.06	37.74	15.22	74.3	72.3	0.87	88.4
Base 2026.06	40.78	16.59	76.4	67.7	0.924	88.7
DRL (λ*) 2026.06	45.59	15.39	78.8	57.4	1.054	88.4
DRL (λ=1, R1=0) 2026.06	49.11	20.44	79.7	56.7	1.058	88.2
DRL (λ*) 2026.06	49.11	20.44	79.7	56.7	1.058	88.2
DRL (λ=1, R1=0) 2026.06	49.96	24.87	75.3	58.5	0.943	86.7
Base 2026.06	52.75	22.95	80.9	51.1	1.111	88.4
Base 2026.06	54.96	31.69	73.7	57.6	0.896	85.1
DRL (λ=1, R1=0) 2026.06	58.94	23.46	79.6	46.5	1.148	86
DRL (λ*) 2026.06	58.94	23.46	79.6	46.5	1.148	86
Base 2026.06	62.68	28.17	80.1	43.6	1.171	86.2