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Text-to-Image Preference Alignment on HPD v2.1

0.385HPS-v2.1 ScoreDynamic-TreeRPO
0.310120.329560.3490.36844Sep 27, 2025

Evaluation results

MethodLinks
Dynamic-TreeRPONFE_pi_theta_old=13.8(Avg), NFE_pi_theta=4, Iteration Time (s)=1512025.090.3850.2511.77
MixGRPONFE_pi_theta_old=25, NFE_pi_theta=4, Iteration Time (s)=2402025.090.3670.2371.629
MixGRPO-FlashNFE_pi_theta_old=16, NFE_pi_theta=4, Iteration Time (s)=1662025.090.3580.2361.528
DanceGRPONFE_pi_theta_old=25, NFE_pi_theta=14, Iteration Time (s)=3232025.090.3560.2331.436
DanceGRPONFE_pi_theta_old=25, NFE_pi_theta=4, Iteration Time (s)=2412025.090.3340.2251.335
FLUX2025.090.3130.2271.088