v1v2 (latest)

AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks

29 October 2018

Jian Tang

ArXiv (abs)PDF HTML Github (1117★)

Papers citing "AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks"

50 / 279 papers shown

Title
Challenging Gradient Boosted Decision Trees with Tabular Transformers for Fraud Detection at Booking.com Sergei Krutikov Bulat Khaertdinov Rodion Kiriukhin Shubham Agrawal Mozhdeh Ariannezhad Kees Jan de Vries LMTD 94 0 0 01 Jul 2025
MoE-MLoRA for Multi-Domain CTR Prediction: Efficient Adaptation with Expert Specialization Ken Yaggel Eyal German Aviel Ben Siman Tov MoE 23 0 0 09 Jun 2025
Breaker: Removing Shortcut Cues with User Clustering for Single-slot Recommendation System C. Wang Yue Zheng Yujing Zhang Yan Feng Zhe Wang Xiaowei Shi An You Yu Chen CML 39 0 0 01 Jun 2025
Hierarchical Tree Search-based User Lifelong Behavior Modeling on Large Language Model Yu Xia Rui Zhong Hao Gu Wei Yang Chi Lu Peng Jiang Kun Gai 225 0 0 26 May 2025
Measure Domain's Gap: A Similar Domain Selection Principle for Multi-Domain Recommendation Yi Wen Yue Liu Derong Xu Huishi Luo Pengyue Jia ... K. Liang Maolin Wang Yiqi Wang Fuzhen Zhuang Xiangyu Zhao 40 0 0 26 May 2025
HIT Model: A Hierarchical Interaction-Enhanced Two-Tower Model for Pre-Ranking Systems Haoqiang Yang Congde Yuan Kun Bai Mengzhuo Guo Wei Yang Chao Zhou 14 0 0 26 May 2025
DLF: Enhancing Explicit-Implicit Interaction via Dynamic Low-Order-Aware Fusion for CTR Prediction Kefan Wang Hao Wang Wei Guo Yong Liu Jianghao Lin Defu Lian Enhong Chen 56 0 0 25 May 2025
Enhancing CTR Prediction with De-correlated Expert Networks Jiancheng Wang Mingjia Yin Junwei Pan Ximei Wang Hao Wang Enhong Chen 64 0 0 23 May 2025
TabSTAR: A Foundation Tabular Model With Semantically Target-Aware Representations Alan Arazi Eilam Shapira Roi Reichart LMTD 195 0 0 23 May 2025
Revisiting Feature Interactions from the Perspective of Quadratic Neural Networks for Click-through Rate Prediction Honghao Li Yiwen Zhang Yi Zhang Lei Sang Jieming Zhu 117 0 0 23 May 2025
Field Matters: A lightweight LLM-enhanced Method for CTR Prediction Yu Cui Feng Liu Jiawei Chen Yudi Wu Changwang Zhang Jun Wang Yuegang Sun Xiaohu Yang Can Wang 114 0 0 20 May 2025
Make Still Further Progress: Chain of Thoughts for Tabular Data Leaderboard Si-Yang Liu Qile Zhou Han-Jia Ye LMTD LRM 101 0 0 19 May 2025
Harnessing LLMs Explanations to Boost Surrogate Models in Tabular Data Classification Ruxue Shi Hengrui Gu Xu Shen Xin Wang LMTD 474 0 0 09 May 2025
Latte: Transfering LLMs` Latent-level Knowledge for Few-shot Tabular Learning Ruxue Shi Hengrui Gu Hangting Ye Yiwei Dai Xu Shen Xin Wang LMTD 125 0 0 08 May 2025
The Evolution of Embedding Table Optimization and Multi-Epoch Training in Pinterest Ads Conversion Andrew Qiu Shubham Barhate Hin Wai Lui Runze Su Rafael Rios Müller Kungang Li Ling Leng Han Sun Shayan Ehsani Zhifang Liu 88 0 0 08 May 2025
$1$^{st}$ Place Solution of WWW 2025 EReL@MIR Workshop Multimodal CTR Prediction Challenge$ 1 $^{st}$ Place Solution of WWW 2025 EReL@MIR Workshop Multimodal CTR Prediction Challenge Junwei Xu Zehao Zhao Xiaoyu Hu Zhenjie Song 69 0 0 06 May 2025
Killing Two Birds with One Stone: Unifying Retrieval and Ranking with a Single Generative Recommendation Model Lefei Zhang Kenan Song Yi Quan Lee Wei Guo Hao Wang Yawen Li Huifeng Guo Yang Liu Defu Lian Enhong Chen 91 1 0 23 Apr 2025
Representation Learning for Tabular Data: A Comprehensive Survey Jun-Peng Jiang Si-Yang Liu Hao-Run Cai Qile Zhou Han-Jia Ye LMTD 170 4 0 17 Apr 2025
FROG: Effective Friend Recommendation in Online Games via Modality-aware User Preferences Qiwei Wang Dandan Lin Wenqing Lin Ziming Wu OffRL 103 0 0 13 Apr 2025
TabKAN: Advancing Tabular Data Analysis using Kolmogorov-Arnold Network Ali Eslamian Alireza Afzal Aghaei Qiang Cheng LMTD 173 0 0 09 Apr 2025
InteractRank: Personalized Web-Scale Search Pre-Ranking with Cross Interaction Features Sujay Khandagale Bhawna Juneja Prabhat Agarwal Aditya Subramanian Jaewon Yang Yuting Wang 80 0 0 09 Apr 2025
Generate the browsing process for short-video recommendation Chao Feng Yanze Zhang Chenghao Zhang 158 0 0 02 Apr 2025
From Individual to Group: Developing a Context-Aware Multi-Criteria Group Recommender System Ngoc Luyen Lê Marie-Hélène Abel 50 0 0 27 Mar 2025
RALLRec+: Retrieval Augmented Large Language Model Recommendation with Reasoning Sichun Luo Jian Xu Xinsong Zhang Linrong Wang Sicong Liu Hanxu Hou Linqi Song RALM 3DV LRM 107 0 0 26 Mar 2025
Scaled Supervision is an Implicit Lipschitz Regularizer Z. Ouyang Chunhui Zhang Yaning Jia Soroush Vosoughi BDL OffRL 126 1 0 19 Mar 2025
Addressing Information Loss and Interaction Collapse: A Dual Enhanced Attention Framework for Feature Interaction Yongjun Xu Zhiyuan Lu Xuzhao Li Jinxin Hu Hong Wen Z. Chen Yu Zhang Jing-Xuan Zhang 67 0 0 14 Mar 2025
TabNSA: Native Sparse Attention for Efficient Tabular Data Learning Ali Eslamian Qiang Cheng 93 0 0 12 Mar 2025
Benchmarking LLMs in Recommendation Tasks: A Comparative Evaluation with Conventional Recommenders Qijiong Liu Jieming Zhu Lu Fan Kun Wang Hengchang Hu Wei Guo Yong Liu Xiao-Ming Wu 91 0 0 07 Mar 2025
Intrinsic and Extrinsic Factor Disentanglement for Recommendation in Various Context Scenarios Yixin Su Wei Jiang Fangquan Lin Cheng Yang S. Erfani Junhao Gan Yunxiang Zhao Ruixuan Li Rui-Xun Zhang CML 152 0 0 05 Mar 2025
Sparse Meets Dense: Unified Generative Recommendations with Cascaded Sparse-Dense Representations Yue Yang Zhi Ji Zhiyu Li Yongqian Li Zhonglin Mo ... Kai Chen Zijian Zhang Jie Li Shuanglong Li Liu Liu 128 5 0 04 Mar 2025
Multiview graph dual-attention deep learning and contrastive learning for multi-criteria recommender systems Saman Forouzandeh P. Krivitsky Rohitash Chandra 89 0 0 26 Feb 2025
In-context learning of evolving data streams with tabular foundational models Afonso Lourenço João Gama Eric P. Xing Goreti Marreiros 133 0 0 24 Feb 2025
A Universal Framework for Compressing Embeddings in CTR Prediction Kefan Wang Hao Wang Kenan Song Wei Guo Kai Cheng Zechao Li Yixiao Liu Defu Lian Enhong Chen 144 2 0 24 Feb 2025
A Closer Look at TabPFN v2: Understanding Its Strengths and Extending Its Capabilities Han-Jia Ye Si-Yang Liu Wei-Lun Chao 121 8 0 24 Feb 2025
GraphFM: Graph Factorization Machines for Feature Interaction Modeling Shu Wu Zekun Li Yunyue Su Zeyu Cui Xiaoyu Zhang Liang Wang 285 23 0 24 Feb 2025
Mixture of Attention Yields Accurate Results for Tabular Data Xuechen Li Yupeng Li Jian Liu Xiaolin Jin Tian Yang Xin Hu 81 0 0 18 Feb 2025
Is Deep Learning finally better than Decision Trees on Tabular Data? Guri Zabergja Arlind Kadra Christian M. M. Frey Josif Grabocka LMTD 124 0 0 17 Feb 2025
Representation Learning on Out of Distribution in Tabular Data Achmad Ginanjar Xue Li Priyanka Singh Wen Hua LMTD 557 0 0 14 Feb 2025
(GG) MoE vs. MLP on Tabular Data Andrei Chernov BDL MoE 145 1 0 05 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 Yixiao Liu Ruiming Tang Defu Lian Enhong Chen 149 2 0 05 Feb 2025
TabPFN Unleashed: A Scalable and Effective Solution to Tabular Classification Problems Si-Yang Liu Han-Jia Ye 176 12 0 04 Feb 2025
Addressing Delayed Feedback in Conversion Rate Prediction via Influence Functions Chenlu Ding Jiancan Wu Yancheng Yuan Sihang Li Cunchun Li Xiang Wang Xiangnan He 113 1 0 01 Feb 2025
AdaF^2M^2: Comprehensive Learning and Responsive Leveraging Features in Recommendation System Yongchun Zhu Jingwu Chen Ling Chen Yongqian Li Feng Zhang Xiao Yang Zuotao Liu 88 0 0 28 Jan 2025
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks Fuhang Liang Rucong Xu Deng Lin OOD 86 0 0 10 Jan 2025
Retrieval-Augmented Feature Generation for Domain-Specific Classification Xinhao Zhang Jinghan Zhang Fengran Mo Yuzhong Chen Kunpeng Liu 120 1 0 31 Dec 2024
APAR: Modeling Irregular Target Functions in Tabular Regression via Arithmetic-Aware Pre-Training and Adaptive-Regularized Fine-Tuning Hong-Wei Wu Wei Wang Kuang-Da Wang Chao-Han Huck Yang LMTD 176 1 0 14 Dec 2024
Explainable CTR Prediction via LLM Reasoning Xiaohan Yu Li Zhang C. L. Philip Chen OffRL LRM 124 1 0 03 Dec 2024
Fusion Matters: Learning Fusion in Deep Click-through Rate Prediction Models Kexin Zhang Fuyuan Lyu Xing Tang Dugang Liu Chen Ma Kaize Ding Xiuqiang He Xue Liu 105 2 0 24 Nov 2024
An accuracy improving method for advertising click through rate prediction based on enhanced xDeepFM model Xiaowei Xi Song Leng Yuqing Gong Dalin Li 99 1 0 21 Nov 2024
TabDeco: A Comprehensive Contrastive Framework for Decoupled Representations in Tabular Data Suiyao Chen Jing Wu Yunxiao Wang Cheng Ji Tianpei Xie Daniel Cociorva Michael Sharps Cecile Levasseur Hakan Brunzell LMTD 132 2 0 17 Nov 2024