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Criteo (Display Advertising Challenge)

archive 2025-07-28

Criteo contains 7 days of click-through data, which is widely used for CTR prediction benchmarking. There are 26 anonymous categorical fields and 13 continuous fields in Criteo dataset.

Source: AMER: Automatic Behavior Modeling and Interaction Exploration in Recommender System Image Source: https://www.kaggle.com/c/criteo-display-ad-challenge

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Click-Through Rate Prediction Criteo QNN-α AUC 0.8163 Revisiting Feature Interactions from the Perspective of... salmon1802/QNN 39 Compare

Papers archive 2025-07-28

30 shown of 36 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 46. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Revisiting Feature Interactions from the Perspective of Quadratic Neural Networks for Click-through Rate Prediction 1 1 23 May 2025 not harvested
FCN: Fusing Exponential and Linear Cross Network for Click-Through Rate Prediction 2 1 18 Jul 2024 not harvested
TF4CTR: Twin Focus Framework for CTR Prediction via Adaptive Sample Differentiation 1 1 6 May 2024 not harvested
CETN: Contrast-enhanced Through Network for CTR Prediction 1 1 15 Dec 2023 not harvested
Towards Deeper, Lighter and Interpretable Cross Network for CTR Prediction 3 1 8 Nov 2023 ran 0 of 5 samples (5 unverified; 5 pointer-only for licence)
STEC: See-Through Transformer-based Encoder for CTR Prediction 0 1 29 Aug 2023 not harvested
MMBAttn: Max-Mean and Bit-wise Attention for CTR Prediction 0 2 25 Aug 2023 not harvested
Weighted Multi-Level Feature Factorization for App ads CTR and installation prediction 1 1 3 Aug 2023 not harvested
Cognitive Evolutionary Search to Select Feature Interactions for Click-Through Rate Prediction 2 1 1 Aug 2023 not harvested
FinalMLP: An Enhanced Two-Stream MLP Model for CTR Prediction 4 1 3 Apr 2023 ran 13 of 16 samples (3 unverified)
Optimizing Feature Set for Click-Through Rate Prediction 1 1 26 Jan 2023 ran 1 of 5 samples (4 unverified)
MemoNet: Memorizing All Cross Features' Representations Efficiently via Multi-Hash Codebook Network for CTR Prediction 1 1 25 Oct 2022 not harvested
Clustering the Sketch: A Novel Approach to Embedding Table Compression 1 1 12 Oct 2022 not harvested
FiBiNet++: Reducing Model Size by Low Rank Feature Interaction Layer for CTR Prediction 5 1 12 Sep 2022 not harvested
OptEmbed: Learning Optimal Embedding Table for Click-through Rate Prediction 1 1 9 Aug 2022 ran 0 of 1 samples (1 unverified)
Memorize, Factorize, or be Naïve: Learning Optimal Feature Interaction Methods for CTR Prediction 1 1 3 Aug 2021 ran 0 of 9 samples (9 unverified)
ContextNet: A Click-Through Rate Prediction Framework Using Contextual information to Refine Feature Embedding 4 1 26 Jul 2021 not harvested
XCrossNet: Feature Structure-Oriented Learning for Click-Through Rate Prediction 1 1 22 Apr 2021 not harvested
MaskNet: Introducing Feature-Wise Multiplication to CTR Ranking Models by Instance-Guided Mask 21 1 9 Feb 2021 not harvested
DCN V2: Improved Deep & Cross Network and Practical Lessons for Web-scale Learning to Rank Systems 12 1 19 Aug 2020 ran 2 of 14 samples (12 unverified)
GateNet: Gating-Enhanced Deep Network for Click-Through Rate Prediction 5 1 6 Jul 2020 not harvested
TFNet: Multi-Semantic Feature Interaction for CTR Prediction 0 1 29 Jun 2020 not harvested
Correct Normalization Matters: Understanding the Effect of Normalization On Deep Neural Network Models For Click-Through Rate Prediction 1 1 23 Jun 2020 not harvested
Feature Interaction based Neural Network for Click-Through Rate Prediction 0 1 7 Jun 2020 not harvested
AutoFIS: Automatic Feature Interaction Selection in Factorization Models for Click-Through Rate Prediction 6 1 25 Mar 2020 ran 1 of 24 samples (23 unverified)
DeepLight: Deep Lightweight Feature Interactions for Accelerating CTR Predictions in Ad Serving 2 1 17 Feb 2020 not harvested
Fi-GNN: Modeling Feature Interactions via Graph Neural Networks for CTR Prediction 5 1 12 Oct 2019 not harvested
Adaptive Factorization Network: Learning Adaptive-Order Feature Interactions 4 1 7 Sep 2019 ran 0 of 2 samples (2 unverified)
FiBiNET: Combining Feature Importance and Bilinear feature Interaction for Click-Through Rate Prediction 31 1 23 May 2019 ran 2 of 26 samples (24 unverified; 3 pointer-only for licence)
FAT-DeepFFM: Field Attentive Deep Field-aware Factorization Machine 12 1 15 May 2019 not harvested

The full list of 36 is in the JSON twin.

Dataset loaders archive 2025-07-28

www.tensorflow.org/datasets/catalog/criteotensorflow/datasetstfpytorchjax
alibaba/easyrec

2 loaders as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Click-Through Rate Prediction

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Criteo

1 variant name, as the archive lists them.

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