Deep Learning over Multi-field Categorical Data: A Case Study on User Response Prediction

11 January 2016

Papers citing "Deep Learning over Multi-field Categorical Data: A Case Study on User Response Prediction"

38 / 38 papers shown

Title
GraphFM: Graph Factorization Machines for Feature Interaction Modeling Shu Wu Zekun Li Yunyue Su Zeyu Cui Xiaoyu Zhang Liang Wang 72 22 0 24 Feb 2025
$FuXi-$\alpha$: Scaling Recommendation Model with Feature Interaction Enhanced Transformer$ FuXi- $\alpha$ : Scaling Recommendation Model with Feature Interaction Enhanced Transformer Yufei Ye Wei Guo Jin Yao Chin Hao Wang Hong Zhu ... Yuyang Ye Y. Liu Ruiming Tang Defu Lian Enhong Chen 104 2 0 05 Feb 2025
An Inclusive Theoretical Framework of Robust Supervised Contrastive Loss against Label Noise Jingyi Cui Yi-Ge Zhang Hengyu Liu Yisen Wang NoLa 48 0 0 03 Jan 2025
Cognitive Evolutionary Learning to Select Feature Interactions for Recommender Systems Runlong Yu Qixiang Shao Qi Liu Huan Liu Enhong Chen 38 0 0 29 May 2024
RecSys Challenge 2023: From data preparation to prediction, a simple, efficient, robust and scalable solution Maxime Manderlier Fabian Lecron 12 0 0 12 Jan 2024
MvFS: Multi-view Feature Selection for Recommender System Youngjune Lee Yeongjong Jeong Keunchan Park SeongKu Kang 33 12 0 05 Sep 2023
Pairwise Ranking Losses of Click-Through Rates Prediction for Welfare Maximization in Ad Auctions Boxiang Lyu Zhe Feng Zachary Robertson Sanmi Koyejo 22 2 0 01 Jun 2023
xDeepInt: a hybrid architecture for modeling the vector-wise and bit-wise feature interactions Yachen Yan Liubo Li 26 9 0 03 Jan 2023
Adaptive Risk-Aware Bidding with Budget Constraint in Display Advertising Zhimeng Jiang Kaixiong Zhou Mi Zhang Rui Chen Xia Hu Soo-Hyun Choi 27 2 0 06 Dec 2022
A Profit-Maximizing Strategy for Advertising on the e-Commerce Platforms Lianghai Xiao Yixing Zhao Jiwei Chen 16 0 0 31 Oct 2022
PHN: Parallel heterogeneous network with soft gating for CTR prediction Ri-Qi Su Alphonse Houssou Hounye Cong Cao Muzhou Hou 17 1 0 18 Jun 2022
NECA: Network-Embedded Deep Representation Learning for Categorical Data Xiaonan Gao Sen Wu Wenjun Zhou 19 0 0 25 May 2022
CowClip: Reducing CTR Prediction Model Training Time from 12 hours to 10 minutes on 1 GPU Zangwei Zheng Peng Xu Xuan Zou Da Tang Zhen Li ... Xiangzhuo Ding Fuzhao Xue Ziheng Qing Youlong Cheng Yang You VLM 44 7 0 13 Apr 2022
AEFE: Automatic Embedded Feature Engineering for Categorical Features Zhenyuan Zhong Jie Yang Yacong Ma Shoubin Dong Jinlong Hu 28 2 0 19 Oct 2021
Concept-Aware Denoising Graph Neural Network for Micro-Video Recommendation Yiyu Liu Qian Liu Yu Tian Changping Wang Yanan Niu Yang Song Chenliang Li 26 53 0 28 Sep 2021
Learning Graph Meta Embeddings for Cold-Start Ads in Click-Through Rate Prediction W. Ouyang Xiuwu Zhang Shukui Ren Li Li Kun Zhang Jinmei Luo Zhaojie Liu Yanlong Du 28 46 0 19 May 2021
XCrossNet: Feature Structure-Oriented Learning for Click-Through Rate Prediction Runlong Yu Yuyang Ye Qi Liu Zihan Wang Chunfeng Yang Yucheng Hu Enhong Chen 30 18 0 22 Apr 2021
Deep Learning for Click-Through Rate Estimation Weinan Zhang Jiarui Qin Wei Guo Ruiming Tang Xiuqiang He 3DV HAI 33 110 0 21 Apr 2021
ScaleFreeCTR: MixCache-based Distributed Training System for CTR Models with Huge Embedding Table Huifeng Guo Wei Guo Yong Gao Ruiming Tang Xiuqiang He Wenzhi Liu 38 20 0 17 Apr 2021
Quaternion Factorization Machines: A Lightweight Solution to Intricate Feature Interaction Modelling Tong Chen Hongzhi Yin Xiangliang Zhang Zi Huang Yang Wang Meng Wang 30 12 0 05 Apr 2021
Field-Embedded Factorization Machines for Click-through rate prediction Harshit Pande 8 15 0 13 Sep 2020
A Practical Incremental Method to Train Deep CTR Models Yichao Wang Huifeng Guo Ruiming Tang Zhirong Liu Xiuqiang He CLL 24 31 0 04 Sep 2020
Learning from Noisy Labels with Deep Neural Networks: A Survey Hwanjun Song Minseok Kim Dongmin Park Yooju Shin Jae-Gil Lee NoLa 24 963 0 16 Jul 2020
GateNet: Gating-Enhanced Deep Network for Click-Through Rate Prediction Tongwen Huang Qingyun She Zhiqiang Wang Junlin Zhang 32 29 0 06 Jul 2020
Feature Interaction based Neural Network for Click-Through Rate Prediction Dafang Zou Leimin Zhang Jiafa Mao Weiguo Sheng 14 3 0 07 Jun 2020
Fi-GNN: Modeling Feature Interactions via Graph Neural Networks for CTR Prediction Zekun Li Zeyu Cui Shu Wu Xiaoyu Zhang Liang Wang GNN 22 216 0 12 Oct 2019
Predicting Different Types of Conversions with Multi-Task Learning in Online Advertising Junwei Pan Yizhi Mao A. L. Ruiz Yu Sun Aaron Flores 31 37 0 24 Jul 2019
FAT-DeepFFM: Field Attentive Deep Field-aware Factorization Machine Junlin Zhang Tongwen Huang Zhiqi Zhang 27 20 0 15 May 2019
Operation-aware Neural Networks for User Response Prediction Yi Yang Baile Xu S. Furao Jian Zhao 19 66 0 02 Apr 2019
Interaction-aware Factorization Machines for Recommender Systems Fuxing Hong Dongbo Huang Ge Chen 30 37 0 26 Feb 2019
Field-aware Neural Factorization Machine for Click-Through Rate Prediction Li Zhang Weichen Shen Shijian Li Gang Pan 18 34 0 25 Feb 2019
Field-weighted Factorization Machines for Click-Through Rate Prediction in Display Advertising Junwei Pan Jian Xu A. L. Ruiz Wenliang Zhao Shengjun Pan Yu Sun Quan Lu 34 193 0 09 Jun 2018
DeepFM: An End-to-End Wide & Deep Learning Framework for CTR Prediction Huifeng Guo Ruiming Tang Yunming Ye Zhenguo Li Xiuqiang He Zhenhua Dong 115 64 0 12 Apr 2018
DeepMood: Modeling Mobile Phone Typing Dynamics for Mood Detection Bokai Cao Lei Zheng Chenwei Zhang Philip S. Yu A. Piscitello John Zulueta Olusola Ajilore K. Ryan Alex Leow 15 125 0 23 Mar 2018
Neural Factorization Machines for Sparse Predictive Analytics Xiangnan He Tat-Seng Chua 20 1,286 0 16 Aug 2017
DeepFM: A Factorization-Machine based Neural Network for CTR Prediction Huifeng Guo Ruiming Tang Yunming Ye Zhenguo Li Xiuqiang He 60 2,612 0 13 Mar 2017
Small Boxes Big Data: A Deep Learning Approach to Optimize Variable Sized Bin Packing Feng Mao E. Blanco Mingang Fu Rohit Jain Anurag Gupta Sebastien Mancel Rong Yuan Stephen D. Guo Sai Kumar Yayang Tian 14 17 0 14 Feb 2017
Field-aware Factorization Machines in a Real-world Online Advertising System Yu-Chin Juan Damien Lefortier O. Chapelle 13 104 0 15 Jan 2017