Auto-bidding on AuctionNet-Sparse
51.8ScoreDRIVE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DRIVEBudget=150%2026.06 | 51.8 | — | — | — | |
| IQLBudget=150%2026.06 | 51.4 | — | — | — | |
| CDTBudget=150%2026.06 | 50.6 | — | — | — | |
| PRO-BidBudget=150%2026.02 | 49.87 | — | — | — | |
| CQLBudget=150%2026.06 | 49.6 | — | — | — | |
| GAVE-SBudget=150%2026.06 | 49.2 | — | — | — | |
| BCQBudget=150%2026.06 | 47.7 | — | — | — | |
| GAVEBudget=150%2026.02 | 47.46 | — | — | — | |
| GASBudget=150%2026.02 | 46.57 | — | — | — | |
| DTBudget=150%2026.06 | 45.7 | — | — | — | |
| CQLBudget=125%2026.06 | 44.6 | — | — | — | |
| CDTBudget=150%2026.02 | 44.56 | — | — | — | |
| CDTBudget=125%2026.06 | 44.1 | — | — | — | |
| PRO-BidBudget=125%2026.02 | 43.74 | — | — | — | |
| DTBudget=150%2026.02 | 43.73 | — | — | — | |
| IQLBudget=125%2026.06 | 43.7 | — | — | — | |
| DRIVEBudget=125%2026.06 | 43.1 | — | — | — | |
| GAVEBudget=125%2026.02 | 42.54 | — | — | — | |
| IQLBudget=150%2026.02 | 42.19 | — | — | — | |
| BCQBudget=125%2026.06 | 42 | — | — | — | |
| GAVE-SBudget=125%2026.06 | 41.3 | — | — | — | |
| GASBudget=150%2026.06 | 40.2 | — | — | — | |
| GASBudget=125%2026.02 | 39.96 | — | — | — | |
| PRO-BidBudget=100%2026.02 | 38.1 | — | — | — | |
| DTBudget=125%2026.06 | 37.9 | — | — | — | |
| BCQBudget=150%2026.02 | 37.52 | — | — | — | |
| DiffBidBudget=150%2026.02 | 37.47 | — | — | — | |
| DRIVEBudget=100%2026.06 | 37.3 | — | — | — | |
| CQLBudget=100%2026.06 | 37.1 | — | — | — | |
| CQLBudget=150%2026.02 | 37.06 | — | — | — | |
| GAVEBudget=100%2026.02 | 36.98 | — | — | — | |
| IQLBudget=125%2026.02 | 36.89 | — | — | — | |
| CDTBudget=125%2026.02 | 36.36 | — | — | — | |
| DRIVEBudget=Average2026.06 | 36.08 | — | — | — | |
| CQLBudget=Average2026.06 | 36.06 | — | — | — | |
| CDTBudget=100%2026.06 | 35.9 | — | — | — | |
| GASBudget=100%2026.02 | 35.72 | — | — | — | |
| IQLBudget=100%2026.06 | 35.2 | — | — | — | |
| IQLBudget=Average2026.06 | 35.02 | — | — | — | |
| GAVE-SBudget=100%2026.06 | 34.3 | — | — | — | |
| DTBudget=125%2026.02 | 34.27 | — | — | — | |
| BCQBudget=100%2026.06 | 34.2 | — | — | — | |
| BCQBudget=Average2026.06 | 33.7 | — | — | — | |
| GAVE-SBudget=Average2026.06 | 33.62 | — | — | — | |
| LBM(GQPO)Variant=Fine-tuned with GQPO2026.03 | 33.4 | 97.4 | 0.901 | 38.5 | |
| CQLBudget=125%2026.02 | 33.2 | — | — | — | |
| GASBudget=125%2026.06 | 33.1 | — | — | — | |
| CDTBudget=Average2026.06 | 33.06 | — | — | — | |
| LBM(P)Variant=Pretrained2026.03 | 32.9 | 95.6 | 0.901 | 37.4 | |
| CDTBudget=100%2026.02 | 32.64 | — | — | — | |
| LLM-DTModality=Numerical sequence2026.03 | 32.5 | 86.1 | 0.847 | 36 | |
| BCQBudget=125%2026.02 | 32.15 | — | — | — | |
| DiffBidBudget=150%2026.06 | 31.4 | — | — | — | |
| DTBudget=Average2026.06 | 30.62 | — | — | — | |
| DTBudget=100%2026.06 | 30.6 | — | — | — | |
| Prompt-LLM-DTModality=Numerical sequence, Task description=Included2026.03 | 30.3 | 97 | 0.965 | 35.8 | |
| DTBudget=100%2026.02 | 29.96 | — | — | — | |
| DiffBidBudget=125%2026.02 | 29.78 | — | — | — | |
| GRPOModality=Language2026.03 | 29.7 | 77.3 | 0.816 | 29.9 | |
| IQLBudget=100%2026.02 | 29.16 | — | — | — | |
| CQLBudget=75%2026.06 | 28.8 | — | — | — | |
| PRO-BidBudget=75%2026.02 | 28.76 | — | — | — | |
| CQLBudget=100%2026.02 | 28.37 | — | — | — | |
| DiffBidBudget=125%2026.06 | 28.2 | — | — | — | |
| GAVEBudget=75%2026.02 | 28.02 | — | — | — | |
| DRIVEBudget=75%2026.06 | 27.8 | — | — | — | |
| GASBudget=75%2026.02 | 27.32 | — | — | — | |
| GASBudget=100%2026.06 | 27.1 | — | — | — | |
| GASBudget=Average2026.06 | 27.08 | — | — | — | |
| SFTModality=Language2026.03 | 26.9 | 74.1 | 0.804 | 27 | |
| IQLBudget=75%2026.06 | 26.9 | — | — | — | |
| CDTBudget=75%2026.06 | 26.9 | — | — | — | |
| BCQBudget=75%2026.06 | 26.7 | — | — | — | |
| CDTBudget=75%2026.02 | 26.39 | — | — | — | |
| BCQBudget=100%2026.02 | 26.32 | — | — | — | |
| GAVE-SBudget=75%2026.06 | 25.7 | — | — | — | |
| DiffBidBudget=100%2026.06 | 24.3 | — | — | — | |
| CQLBudget=75%2026.02 | 24.27 | — | — | — | |
| IQLBudget=75%2026.02 | 24.23 | — | — | — | |
| DiffBidBudget=Average2026.06 | 23.8 | — | — | — | |
| DiffBidBudget=100%2026.02 | 23.72 | — | — | — | |
| PromptingModality=Language2026.03 | 23.4 | 72.2 | 0.903 | 24.2 | |
| DTBudget=75%2026.06 | 23.1 | — | — | — | |
| DTBudget=75%2026.02 | 22.31 | — | — | — | |
| BCQBudget=75%2026.02 | 21.34 | — | — | — | |
| PRO-BidBudget=50%2026.02 | 20.95 | — | — | — | |
| GASBudget=75%2026.06 | 20.8 | — | — | — | |
| DRIVEBudget=50%2026.06 | 20.4 | — | — | — | |
| CQLBudget=50%2026.06 | 20.2 | — | — | — | |
| DiffBidBudget=75%2026.06 | 20.2 | — | — | — | |
| GAVEBudget=50%2026.02 | 19.76 | — | — | — | |
| DiffBidBudget=75%2026.02 | 18.63 | — | — | — | |
| GASBudget=50%2026.02 | 18.52 | — | — | — | |
| IQLBudget=50%2026.02 | 18.16 | — | — | — | |
| IQLBudget=50%2026.06 | 17.9 | — | — | — | |
| BCQBudget=50%2026.06 | 17.9 | — | — | — | |
| CDTBudget=50%2026.06 | 17.8 | — | — | — | |
| CDTBudget=50%2026.02 | 17.72 | — | — | — | |
| GAVE-SBudget=50%2026.06 | 17.6 | — | — | — | |
| CQLBudget=50%2026.02 | 16.94 | — | — | — |