Proactive Recommendation on Steam
63.28CTRProRL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ProRLEvaluator=GRU4Rec2026.05 | 63.28 | 87.07 | 0.2013 | 83.7 | |
| Bert4RecEvaluator=GRU4Rec2026.05 | 58.47 | 73.9 | -0.2425 | 13.46 | |
| ProRLEvaluator=SASRec2026.05 | 56.25 | 87.07 | 1.1188 | 340.18 | |
| LightSANsEvaluator=GRU4Rec2026.05 | 56.16 | 71.5 | -0.2705 | 12.17 | |
| FEARecEvaluator=GRU4Rec2026.05 | 55.96 | 71.77 | -0.3271 | 10.89 | |
| ProRLEvaluator=LightSANs2026.05 | 52.39 | 87.07 | 1.3722 | 306.12 | |
| IRNEvaluator=GRU4Rec2026.05 | 48.9 | 66.98 | -0.2773 | 8.59 | |
| Bert4RecEvaluator=SASRec2026.05 | 46.17 | 73.9 | -0.0055 | 22 | |
| LLM-IPPEvaluator=GRU4Rec2026.05 | 45.43 | 80.22 | -0.0675 | 41.05 | |
| BERT4RecEvaluator=LightSANs2026.05 | 44.44 | 73.9 | 0.0927 | 26.23 | |
| FEARecEvaluator=SASRec2026.05 | 43.33 | 71.77 | -0.0216 | 22.93 | |
| GRU4RecEvaluator=SASRec2026.05 | 43.12 | 70.26 | -0.0239 | 15.4 | |
| GRU4RecEvaluator=LightSANs2026.05 | 42.75 | 70.26 | 0.0391 | 27.93 | |
| T-PRAEvaluator=GRU4Rec2026.05 | 42.17 | 73.99 | 0.0523 | 65.98 | |
| LightSANsEvaluator=SASRec2026.05 | 42.15 | 71.5 | -0.0204 | 21.64 | |
| FEARecEvaluator=LightSANs2026.05 | 41.89 | 71.77 | -0.0104 | 9.07 | |
| IRNEvaluator=SASRec2026.05 | 35.24 | 66.98 | -0.0481 | 29.66 | |
| IRNEvaluator=LightSANs2026.05 | 34.52 | 66.98 | 0.024 | 8.87 | |
| ITMPRecEvaluator=GRU4Rec2026.05 | 32.42 | 67.25 | -0.1044 | 33.93 | |
| IPGEvaluator=GRU4Rec2026.05 | 32.4 | 67.4 | -0.1084 | 31.44 | |
| LLM-IPPEvaluator=LightSANs2026.05 | 31.98 | 80.22 | 0.9927 | 237.36 | |
| LLM-IPPEvaluator=SASRec2026.05 | 31.08 | 80.22 | 0.0682 | 11.06 | |
| T-PRAEvaluator=SASRec2026.05 | 27.13 | 73.99 | 0.3339 | 62.04 | |
| T-PRAEvaluator=LightSANs2026.05 | 26.17 | 73.99 | 1.0823 | 220.12 | |
| ITMPRecEvaluator=SASRec2026.05 | 23.81 | 67.25 | 0.1804 | 34.5 | |
| IPGEvaluator=SASRec2026.05 | 23.71 | 67.4 | 0.1758 | 36.26 | |
| IPGEvaluator=LightSANs2026.05 | 23.54 | 67.4 | 0.1361 | 35.56 | |
| ITMPRecEvaluator=LightSANs2026.05 | 23.25 | 67.25 | 0.144 | 39.88 |