List your company

Unified understanding-and-generation on DPG-Bench

0.07KV Size (GB)HACK++
0.02360.33680.650.9632Jun 6, 2026

Evaluation results

MethodLinks
HACK++Backbone=OneCAT-3B [33], ηa=30%, ηc=10%, Batch size=12026.060.0716.5589.7693.7385.7583.23
HACK++Backbone=VARGPT-v1.1 [32], ηa=30%, ηc=10%, Batch size=12026.060.120.8783.8689.8382.1575.6
HACKBackbone=OneCAT-3B [33], ηa=30%, ηc=30%, Batch size=12026.060.2618.5889.5593.8585.9983.73
HACKBackbone=VARGPT-v1.1 [32], ηa=30%, ηc=30%, Batch size=12026.060.370.8983.0989.982.4975.2
FullBackbone=OneCAT-3B [33], ηa=100%, ηc=100%, Batch size=12026.060.7240.6689.7193.7385.7583.23
FullBackbone=VARGPT-v1.1 [32], ηa=100%, ηc=100%, Batch size=12026.061.232.0982.7888.8682.4375.28