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