Criteo

Display Advertising Challenge

Dataset Information
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Overview

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

Variants: Criteo

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Click-Through Rate Prediction QNN-α Revisiting Feature Interactions from the … 2025-05-23
Click-Through Rate Prediction FCN FCN: Fusing Exponential and Linear … 2024-07-18
Click-Through Rate Prediction TF4CTR TF4CTR: Twin Focus Framework for … 2024-05-06
Click-Through Rate Prediction CETN CETN: Contrast-enhanced Through Network for … 2023-12-15
Click-Through Rate Prediction GDCN Towards Deeper, Lighter and Interpretable … 2023-11-08
Click-Through Rate Prediction STEC STEC: See-Through Transformer-based Encoder for … 2023-08-29
Click-Through Rate Prediction FinalMLP + MMBAttn MMBAttn: Max-Mean and Bit-wise Attention … 2023-08-25
Click-Through Rate Prediction DNN + MMBAttn MMBAttn: Max-Mean and Bit-wise Attention … 2023-08-25
Click-Through Rate Prediction WMLFF Weighted Multi-Level Feature Factorization for … 2023-08-03
Click-Through Rate Prediction FinalMLP FinalMLP: An Enhanced Two-Stream MLP … 2023-04-03
Click-Through Rate Prediction OptFS Optimizing Feature Set for Click-Through … 2023-01-26
Click-Through Rate Prediction MemoNet MemoNet: Memorizing All Cross Features' … 2022-10-25
Click-Through Rate Prediction Clustered Compositional Embeddings Clustering the Sketch: A Novel … 2022-10-12
Click-Through Rate Prediction FiBiNet++ FiBiNet++: Reducing Model Size by … 2022-09-12
Click-Through Rate Prediction OptEmbed OptEmbed: Learning Optimal Embedding Table … 2022-08-09
Click-Through Rate Prediction OptInter Memorize, Factorize, or be Naïve: … 2021-08-03
Click-Through Rate Prediction ContextNet ContextNet: A Click-Through Rate Prediction … 2021-07-26
Click-Through Rate Prediction XCrossNet XCrossNet: Feature Structure-Oriented Learning for … 2021-04-22
Click-Through Rate Prediction MaskNet MaskNet: Introducing Feature-Wise Multiplication to … 2021-02-09
Click-Through Rate Prediction DCN V2 DCN V2: Improved Deep & … 2020-08-19

Research Papers

Recent papers with results on this dataset: