| # Bidding Algorithms Benchmark — Audit Trail |
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|
| > Every paper, dataset, codebase, and external resource consulted. |
| > Generated: 2026-05-05 |
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| ## Papers Read (Methodology) |
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|
| | # | Paper | arXiv | Section | Extraction | |
| |---|-------|-------|---------|------------| |
| | 1 | Wang et al. — First-Price Auctions with Budgets | 2304.13477 | §3 (full) | Algorithm 1, eqs (2)-(5), regret bound | |
| | 2 | Balseiro et al. — Dual Mirror Descent | 2011.10124 | §3 (full) | Theorem 1, mirror descent, stopping time | |
| | 3 | Feng et al. — RoS Constrained Bidding | 2208.13713 | §3 (full) | Two-variable dual, bid rule, updates | |
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| ## Papers Reviewed (Abstracts) |
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|
| | # | Paper | arXiv | Year | |
| |---|-------|-------|------| |
| | 4 | Cai et al. — RLB | 1701.02490 | 2017 | |
| | 5 | Wang et al. — HiBid | 2312.17503 | 2023 | |
| | 6 | Mao et al. — FinalMLP | 2304.00902 | 2023 | |
| | 7 | Wang et al. — GDCN | 2311.04635 | 2023 | |
| | 8 | Wang et al. — DCN V2 | 2008.13535 | 2021 | |
| | 9 | Zhu et al. — BARS-CTR | 2009.05794 | 2021 | |
| | 10 | — Robust Budget Pacing | 2302.02006 | 2023 | |
| | 11 | — Multi-Channel Autobidding | 2302.01523 | 2023 | |
| | 12 | — No-Regret in Repeated FPA | 2205.14572 | 2022 | |
| | 13 | — Dynamic Budget Throttling | 2207.04690 | 2022 | |
| | 14 | — AIGB: Generative Auto-bidding | 2405.16141 | 2024 | |
| | 15 | — Adaptive Bidding Non-Stationarity | 2505.02796 | 2025 | |
| | 16 | — Joint Value Estimation | 2502.17292 | 2025 | |
| | 17 | — Leveraging Hints | 2211.06358 | 2022 | |
| | 18 | — Coordinated Dynamic Bidding | 2306.07709 | 2023 | |
| | 19 | — FCN: Fusing Cross Network | 2407.13349 | 2024 | |
| | 20 | — Contextual FPA (Quantile) | 2603.07207 | 2026 | |
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| ## Citation Graphs |
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| | # | Source | Direction | Key Results | |
| |---|--------|-----------|-------------| |
| | 21 | Wang 2304.13477 | Both (20 refs, 20 cites) | Contextual extension 2603.07207 | |
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| ## Datasets Inspected |
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|
| | # | Dataset | Tool | Result | |
| |---|---------|------|--------| |
| | 22 | reczoo/Criteo_x4 | hf_inspect_dataset | ✅ 45.8M rows, 13 dense + 26 cat | |
| | 23 | reczoo/Avazu_x4 | hf_inspect_dataset | ✅ 40.4M rows, 22 fields | |
| | 24 | iPinYou | hub_repo_search | ❌ Not on HF Hub | |
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| ## Codebases |
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|
| | # | Repo | URL | |
| |---|------|-----| |
| | 25 | han-cai/rlb-dp | github.com/han-cai/rlb-dp | |
| | 26 | reczoo/FuxiCTR | github.com/reczoo/FuxiCTR | |
| | 27 | shenweichen/DeepCTR-Torch | github.com/shenweichen/DeepCTR-Torch | |
| | 28 | Novartis/torchsurv | github.com/Novartis/torchsurv | |
| | 29 | openbenchmark/BARS | github.com/openbenchmark/BARS | |
| | 30 | dingmu365/budget_constrained_bidding | github.com/dingmu365/budget_constrained_bidding | |
| | 31 | GinNie23/budget_constrained_bidding | github.com/GinNie23/budget_constrained_bidding | |
| | 32 | venkatacrc/Budget_Constrained_Bidding | github.com/venkatacrc/Budget_Constrained_Bidding | |
| | 33 | salmon1802/FCN | github.com/salmon1802/FCN | |
|
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| ## External Resources |
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|
| | # | Resource | URL | |
| |---|----------|-----| |
| | 34 | BARS CTR Criteo_x4 Leaderboard | openbenchmark.github.io/BARS/CTR/leaderboard/criteo_x4.html | |
| | 35 | BARS CTR Avazu Leaderboard | openbenchmark.github.io/BARS/CTR/leaderboard/avazu_x4.html | |
| | 36 | FuxiCTR Docs | fuxictr.github.io | |
| | 37 | DeepCTR-Torch Docs | deepctr-torch.readthedocs.io | |
| | 38 | TorchSurv Docs | opensource.nibr.com/torchsurv | |
| | 39 | TorchSurv PyPI | pypi.org/project/torchsurv | |
| | 40 | fuxictr PyPI | pypi.org/project/fuxictr | |
| | 41 | deepctr-torch PyPI | pypi.org/project/deepctr-torch | |
| | 42 | iPinYou Dataset | data.computational-advertising.org | |
| | 43 | HF Papers | huggingface.co/papers | |
| | 44 | hamverbot/rtb-bidding-comparison | huggingface.co/hamverbot/rtb-bidding-comparison | |
| |
| **Total: 44 resources** |
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