Sequential Recommendation on Yelp (HR/NDCG @10, 20)
5.73HR@10FEARec
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FEARecRanking Protocol=Full-Catalog2026.06 | 5.73 | 3.67 | 8.45 | 4.35 | |
| SRPFNRanking Protocol=Full-Catalog2026.06 | 5.66 | 2.83 | 9.14 | 3.71 | |
| SASRecRanking Protocol=Full-Catalog2026.06 | 2.76 | 1.4 | 4.69 | 1.89 | |
| SAERec2026.06 | 0.0452 | 0.0228 | 0.0726 | 0.0297 | |
| IRLLRec2026.06 | 0.0427 | 0.0211 | 0.069 | 0.0278 | |
| ICSRec2026.06 | 0.0421 | 0.0204 | 0.0681 | 0.0269 | |
| AlphaFuse2026.06 | 0.0414 | 0.0209 | 0.055 | 0.0279 | |
| P52026.06 | 0.0406 | 0.0205 | 0.0657 | 0.0273 | |
| LLMInit2026.06 | 0.0393 | 0.0203 | 0.0542 | 0.028 | |
| DuoRec2026.06 | 0.0383 | 0.0186 | 0.0674 | 0.0243 | |
| CoSeRec2026.06 | 0.0379 | 0.0183 | 0.0652 | 0.0241 | |
| CL4SRec2026.06 | 0.0375 | 0.0181 | 0.0639 | 0.0239 | |
| IOCRec2026.06 | 0.0352 | 0.0178 | 0.0617 | 0.0237 | |
| ICLRec2026.06 | 0.0346 | 0.0174 | 0.058 | 0.0232 | |
| BERT4Rec2026.06 | 0.0338 | 0.017 | 0.0564 | 0.0223 | |
| UniSRec2026.06 | 0.0331 | 0.0204 | 0.0466 | 0.0238 | |
| SINE2026.06 | 0.0302 | 0.0159 | 0.0505 | 0.0216 | |
| DSSRec2026.06 | 0.0291 | 0.0135 | 0.0469 | 0.0193 | |
| SASRec2026.06 | 0.0252 | 0.0129 | 0.0443 | 0.0179 | |
| Caser2026.06 | 0.0241 | 0.012 | 0.0406 | 0.0156 | |
| GRU4Rec2026.06 | 0.0235 | 0.0113 | 0.0371 | 0.0145 | |
| S3-RecMIP2026.06 | 0.0214 | 0.0108 | 0.0358 | 0.0144 | |
| BPR2026.06 | 0.0208 | 0.0102 | 0.0346 | 0.0143 | |
| MoRec2026.06 | 0.0173 | 0.0097 | 0.0252 | 0.0117 |