BAT: Benchmark for Auto-bidding Task
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Abstract (arXiv)
The optimization of bidding strategies for online advertising slot auctions presents a critical challenge across numerous digital marketplaces. A significant obstacle to the development, evaluation, and refinement of real-time autobidding algorithms is the scarcity of comprehensive datasets and standardized benchmarks. To address this deficiency, we present an auction benchmark encompassing the two most prevalent auction formats. We implement a series of robust baselines on a novel dataset, addressing the most salient Real-Time Bidding (RTB) problem domains: budget pacing uniformity and Cost Per Click (CPC) constraint optimization. This benchmark provides a user-friendly and intuitive framework for researchers and practitioners to develop and refine innovative autobidding algorithms, thereby facilitating advancements in the field of programmatic advertising. The implementation and additional resources can be accessed at the following repository (https://github.com/avito-tech/bat-autobidding-benchmark, https://doi.org/10.5281/zenodo.14794182).
Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 16 of its 38 references that are in the map. First posted on arXiv 13 May 2025.
Builds on
16 of 38 references.
References · 16
- 2019Optuna: A Next-generation Hyperparameter Optimization Frameworkcited by 2,501
- 2017Real-Time Bidding by Reinforcement Learning in Display Advertisingcited by 91
- 2019Bid Optimization by Multivariable Control in Display Advertisingcited by 37
- 2020Learning to Bid Optimally and Efficiently in Adversarial First-price Auctionscited by 33
- 2013Real-time Bidding for Online Advertising: Measurement and Analysiscited by 32
- 2023Autobidders with Budget and ROI Constraints: Efficiency, Regret, and Pacing Dynamicscited by 20
- 2020Bid Prediction in Repeated Auctions with Learningcited by 14
- 2013Real Time Bid Optimization with Smooth Budget Delivery in Online Advertisingcited by 13
- 2014Learning optimization models in the presence of unknown relationscited by 10
- 2018Learning Multi-touch Conversion Attribution with Dual-attention Mechanisms for Online Advertisingcited by 9
- 2020Bid Shading by Win-Rate Estimation and Surplus Maximizationcited by 8
- 2020Why Do Competitive Markets Converge to First-Price Auctions?cited by 6
4 more
- 2013Sequential Selection of Correlated Ads by POMDPscited by 2
- 2020Incentive Mechanism Design for ROI-constrained Auto-biddingcited by 2
- 2022Users and Contemporary SERPs: A (Re-)Investigation Examining User Interactions and Experiencescited by 2
- 2018Optimization of a SSP's Header Bidding Strategy using Thompson Samplingcited by 1
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Citing papers per year: 2025: 1; 2026: 1.
2 papers.