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Click-Through Rate Prediction archive 2025-07-28

Criteo Benchmark (Click-Through Rate Prediction)

39 rows 34 with code listed 2 metrics Dataset page

Click-through rate prediction is the task of predicting the likelihood that something on a website (such as an advertisement) will be clicked.

The archive carries no text for this table; the description above is the archive's text for the task Click-Through Rate Prediction. archive 2025-07-28

Over time archive 2025-07-28

The chart needs JavaScript; the table below carries every value.

Direction inferred from the metric name, not from the archive: AUC (higher is better), Log Loss (lower is better). Points are placed at the row's paper date; 39 of 39 rows carry one.

Results archive 2025-07-28

Archive rows end at the archive snapshot, 2025-07-28: no result published after that date is in this table. Rank is the archive's row order at that snapshot; not re-ranked here. Metric values are the archive's strings. Column headers sort the table in your browser; each row keeps its archive rank.

Paper Code Ran Syntology Report
1 QNN-α 0.81630.4358 – Paper Code 2025 linked, not harvested report
2 FCN 0.81620.4358 – Paper Code 2024 linked, not harvested report
3 GDCN 0.81610.4360 – Paper Code 2023 0 of 5 ran · 5 unverified report
4 MemoNet 0.8152 – Paper Code 2022 linked, not harvested report
5 TF4CTR 0.8150 – Paper Code 2024 linked, not harvested report
6 FinalMLP + MMBAttn 0.81497 – Paper – 2023 no code linked report
7 FinalMLP 0.8149 – Paper Code 2023 13 of 16 ran · 3 unverified report
8 CETN 0.81480.4373 – Paper Code 2023 linked, not harvested report
9 STEC 0.81430.4379 – Paper – 2023 no code linked report
10 DNN + MMBAttn 0.8143 – Paper – 2023 no code linked report
11 MaskNet 0.8131 – Paper Code 2021 linked, not harvested report
12 DeepLight 0.81230.4395 – Paper Code 2020 linked, not harvested report
13 CELS 0.81170.4400 – Paper Code 2023 linked, not harvested report
14 OptFS 0.81160.4401 – Paper Code 2023 1 of 5 ran · 4 unverified report
15 DCN V2 0.81150.4406 – Paper Code 2020 2 of 14 ran · 12 unverified report
16 OptEmbed 0.81140.44 – Paper Code 2022 0 of 1 ran · 1 unverified report
17 ContextNet 0.8113 – Paper Code 2021 linked, not harvested report
18 FiBiNet++ 0.8110 – Paper Code 2022 linked, not harvested report
19 NormDNN 0.8107 – Paper Code 2020 linked, not harvested report
20 DeepFFM 0.81040.4416 – Paper Code 2019 linked, not harvested report
21 FiBiNET 0.81030.4423 – Paper Code 2019 2 of 26 ran · 24 unverified report
22 OptInter 0.81010.4417 – Paper Code 2021 0 of 9 ran · 9 unverified report
23 GateNet 0.8100 – Paper Code 2020 linked, not harvested report
24 AFN+ 0.8074 – Paper Code 2019 0 of 2 ran · 2 unverified report
25 XCrossNet 0.8067 – Paper Code 2021 linked, not harvested report
26 Fi-GNN 0.80620.4453 – Paper Code 2019 linked, not harvested report
27 AutoInt 0.80610.4454 – Paper Code 2018 0 of 3 ran · 3 unverified report
28 Clustered Compositional Embeddings 0.8060.449 – Paper Code 2022 linked, not harvested report
29 xDeepFM 0.80520.4418 – Paper Code 2018 3 of 15 ran · 12 unverified report
30 WMLFF 0.8040.447 – Paper Code 2023 linked, not harvested report
31 FINN 0.80200.5409 – Paper – 2020 no code linked report
32 AutoDeepFM(3rd) 0.80100.5405 – Paper Code 2020 1 of 24 ran · 23 unverified report
33 DeepFM 0.80070.45083 – Paper Code 2017 2 of 8 ran · 6 unverified report
34 TFNet 0.7991 – Paper – 2020 no code linked report
35 PNN* 0.79870.45214 – Paper Code 2016 linked, not harvested report
36 OPNN 0.79820.45256 – Paper Code 2016 linked, not harvested report
37 Wide&Deep 0.79810.46772 – Paper Code 2016 0 of 5 ran · 5 unverified report
38 IPNN 0.79720.45323 – Paper Code 2016 linked, not harvested report
39 FNN 0.79630.45738 – Paper Code 2016 linked, not harvested report

All 39 rows shown. 39 link to a paper page on this site; 0 are marked as using additional training data in the archive. No GitHub stars are tracked; "Code" is the first repository the archive lists for the row. The archive carries no row tags, review links or community-submitted rows for this table; none are shown. archive 2025-07-28

Syntology Ran reads "N of M ran · U unverified": of the M code samples Syntology harvested from repositories linked to that row's paper (joined by arXiv id), N executed on a synthesized input and the other U = M−N are unverified (harvested, no recorded run). It counts code from repositories linked to that row's paper, not this result: the row's number was not reproduced and nothing here is a correctness claim. The other cell texts mean no graph line for the row: "linked, not harvested" (the archive links code, Syntology has not harvested it), "no code linked" (no code link in the archive), "not matched" (the row's paper URL matched no paper on this site). 13 rows have a graph line, from 13 distinct papers; 7 rows (7 papers) have at least one sample that ran. Counting each paper once: Syntology ran 24 of 133 samples; 109 unverified. Separately, 17 of those 133 are pointer-only (licence): the site points at that code rather than redistributing it, a licence property recorded for ran and unverified samples alike; each cell's tooltip carries the row's own pointer-only count. Read from the graph 2026-09-24. Per-sample status is on the paper page.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections