Sequential Recommendation on beauty (NDCG@10, HR@10, COV@10)
3.94NDCG@10Position-Aware Kernel Attention
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Position-Aware Kernel AttentionPositional Encoding Scheme=Proposed Kernel Attention, Backbone=SASRec2026.02 | 3.94 | 6.83 | 62.01 | |
| CAPEPositional Encoding Scheme=Contextual Positional Encoding, Backbone=SASRec2026.02 | 3.77 | 6.7 | 63.76 | |
| RoPEPositional Encoding Scheme=Rotary Positional Embeddings, Backbone=SASRec2026.02 | 3.47 | 6.5 | 63.47 | |
| ClassicPositional Encoding Scheme=Additive Positional Embeddings, Backbone=SASRec2026.02 | 3.28 | 6.27 | 50.79 | |
| NoPEPositional Encoding Scheme=No Positional Encoding, Backbone=SASRec2026.02 | 3.16 | 5.71 | 63.02 |