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Papers Benchmarks Datasets Tasks

Auto-bidding research benchmarks – Page 2 · SOTA2 Research

Auto-bidding

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Simulation Environment

8,343Score

8

May 20, 2026

Real-world A/B tests 4k unseen advertisers over 19 days

69,252,539GMV

4

Mar 4, 2026

Simulated First-Price Auction

1,611GMV

2

Mar 4, 2026

TargetROAS real-world A/B test 300k advertisers (22 days)

819,550,812GMV

2

Mar 4, 2026

Real-world Advertising System (RAS) A/B (test)

139,599Buy Count

2

Feb 26, 2026

RAS Real-world A/B Comparison: safe USCB policy (test)

37,090Buy Count

2

Feb 26, 2026

RAS Real-world A/B (Comparison: newly trained USCB policy) (test)

42,236Buy Count

2

Feb 26, 2026

JD.com Online Advertising Platform A/B Test (Online Deployment)

2.74Impression Volume Lift

1

Apr 8, 2026

ECA Online 2025/12/11-2025/12/31 (test)

2.27Cost-Exhaust Ratio

1

Mar 6, 2026

ECA Online 2025/11/20-2025/12/10 (test)

14.55Cost-Exhaust Ratio

1

Mar 6, 2026

ECA Online 2025/09/28-2025/10/18 (test)

IEFormer (with PID)

8.44Cost-Exhaust Ratio

1

Mar 6, 2026

AliExpress Online Traffic 7-day consecutive period (online test)

7.07GMV

1

Feb 26, 2026

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AuctionNet Simulated Offline Advertising System ECA RAS Taobao

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