Sequential Recommendation on Games
0.0757NDCG@10LC-Rec
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LC-Rec2026.01 | 0.0757 | 0.0876 | 0.0635 | 0.1252 | — | — | — | |
| OD-LLM2026.01 | 0.0748 | 0.0838 | 0.0644 | 0.1264 | — | — | — | |
| CAMMSRTraining Time/Epoch=84s, #Epoch=65, Total Training Time=1h31m0s, Inference Time/Epoch=10.4s2026.03 | 0.0701 | — | — | — | — | — | — | |
| IISANTraining Time/Epoch=151s, #Epoch=114, Total Training Time=4h46m54s, Inference Time/Epoch=23.1s2026.03 | 0.0671 | — | — | — | — | — | — | |
| FindRecTraining Time/Epoch=120s, #Epoch=90, Total Training Time=3h0m0s, Inference Time/Epoch=19.8s2026.03 | 0.0663 | — | — | — | — | — | — | |
| TedRecTraining Time/Epoch=90s, #Epoch=103, Total Training Time=2h34m30s, Inference Time/Epoch=11.5s2026.03 | 0.0604 | — | — | — | — | — | — | |
| DIF-SRTraining Time/Epoch=73s, #Epoch=119, Total Training Time=2h24m47s, Inference Time/Epoch=9.2s2026.03 | 0.0575 | — | — | — | — | — | — | |
| UniSRecTraining Time/Epoch=82s, #Epoch=107, Total Training Time=2h26m14s, Inference Time/Epoch=11.7s2026.03 | 0.0535 | — | — | — | — | — | — | |
| FDSA2026.01 | 0.0531 | 0.0644 | 0.0404 | 0.1041 | — | — | — | |
| MISSRecTraining Time/Epoch=110s, #Epoch=89, Total Training Time=2h43m10s, Inference Time/Epoch=15.2s2026.03 | 0.0506 | — | — | — | — | — | — | |
| GRU4Rec2026.01 | 0.0502 | 0.0586 | 0.0381 | 0.0964 | — | — | — | |
| TIGER2026.01 | 0.0501 | 0.0599 | 0.0392 | 0.0939 | — | — | — | |
| S3-Rec2026.01 | 0.0491 | 0.0606 | 0.0364 | 0.1002 | — | — | — | |
| SASRec2026.01 | 0.0481 | 0.0581 | 0.0365 | 0.094 | — | — | — | |
| HGN2026.01 | 0.0442 | 0.0517 | 0.0333 | 0.0856 | — | — | — | |
| Bert4Rec2026.01 | 0.0401 | 0.0482 | 0.0311 | 0.0763 | — | — | — | |
| Caser2026.01 | 0.0307 | 0.0367 | 0.0227 | 0.0617 | — | — | — | |
| BERT4RecCategory=Sequential2025.12 | — | — | — | — | 0.0006 | 0.0003 | 0.0002 | |
| BiCoRecCategory=Sequential + Context-aware2025.12 | — | — | — | — | 0.0724 | 0.0387 | 0.0284 | |
| BPRCategory=General2025.12 | — | — | — | — | 0.0065 | 0.0032 | 0.0022 | |
| CaserCategory=Sequential2025.12 | — | — | — | — | 0 | 0 | 0 | |
| De-biased MFCategory=Context-aware2025.12 | — | — | — | — | 0.0075 | 0.0032 | 0.0019 | |
| DICECategory=Context-aware2025.12 | — | — | — | — | 0.0677 | 0.0355 | 0.0257 | |
| DiffRecCategory=General2025.12 | — | — | — | — | 0.1003 | 0.0558 | 0.0423 | |
| FEARecCategory=Sequential2025.12 | — | — | — | — | 0.0435 | 0.0205 | 0.0136 | |
| FMCategory=Context-aware2025.12 | — | — | — | — | 0.0089 | 0.0041 | 0.0011 | |
| GRU4RecCategory=Sequential2025.12 | — | — | — | — | 0.0705 | 0.0366 | 0.0263 | |
| NCFCategory=General2025.12 | — | — | — | — | 0.0303 | 0.0157 | 0.0113 | |
| PopRecCategory=General2025.12 | — | — | — | — | 0 | 0 | 0 | |
| SASRecCategory=Sequential2025.12 | — | — | — | — | 0.0523 | 0.0263 | 0.0186 | |
| TransRecCategory=Sequential2025.12 | — | — | — | — | 0.0101 | 0.0038 | 0.002 |