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Recommendation on Amazon Movies (Hit@500, NDCG@500, AUC)

0.2407Hit@500PRISM
0.2077320.2162910.224850.233409Feb 11, 2026

Evaluation results

MethodLinks
PRISMAttention Type=Linear Attention, Mean Rank=2.752026.020.24070.04090.7727
MAMBA2Attention Type=Linear Attention, Mean Rank=4.252026.020.23880.03980.7713
HSTUAttention Type=Transformer2026.020.23850.04110.7748
ATLASAttention Type=Linear Attention, Mean Rank=4.252026.020.23760.03990.771
TITANSAttention Type=Linear Attention, Mean Rank=2.252026.020.23310.03940.7652
MoMAttention Type=Linear Attention, Mean Rank=8.252026.020.23220.03920.7705
SASRecAttention Type=Transformer2026.020.22810.03660.7677
TTTAttention Type=Linear Attention, Mean Rank=6.52026.020.22540.03720.7591
GDeltanetAttention Type=Linear Attention, Mean Rank=72026.020.22120.03690.7504
GLAAttention Type=Linear Attention, Mean Rank=7.622026.020.21220.03330.7478
SLAAttention Type=Linear Attention, Mean Rank=5.882026.020.21110.03440.7461
GSAAttention Type=Linear Attention, Mean Rank=6.252026.020.2090.03330.7427