SimpleX: A Simple and Strong Baseline for Collaborative Filtering

26 September 2021

Kelong Mao

Jieming Zhu

Papers citing "SimpleX: A Simple and Strong Baseline for Collaborative Filtering"

22 / 22 papers shown

Title
GSPRec: Temporal-Aware Graph Spectral Filtering for Recommendation Ahmad Bin Rabiah Julian McAuley AI4TS 34 0 0 15 May 2025
Exploring Feature-based Knowledge Distillation for Recommender System: A Frequency Perspective Zhangchi Zhu Wei Zhang 72 0 0 16 Nov 2024
Self-supervised Graph Learning for Recommendation Jiancan Wu Xiang Wang Fuli Feng Xiangnan He Liang Chen Jianxun Lian Xing Xie SSL 106 1,138 0 21 Oct 2020
Disentangled Graph Collaborative Filtering Xiang Wang Hongye Jin An Zhang Xiangnan He Tong Xu Tat-Seng Chua 62 539 0 03 Jul 2020
Sampler Design for Implicit Feedback Data by Noisy-label Robust Learning Wenhui Yu Zheng Qin NoLa 44 50 0 28 Jun 2020
Graph Convolutional Network for Recommendation with Low-pass Collaborative Filters Wenhui Yu Zheng Qin GNN 34 93 0 28 Jun 2020
Adaptive Semantic-Visual Tree for Hierarchical Embeddings Shuo Yang Wei Yu Ying Zheng Huanjin Yao Tao Mei 150 16 0 08 Mar 2020
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation Xiangnan He Kuan Deng Xiang Wang Yan Li Yongdong Zhang Meng Wang GNN 124 3,586 0 06 Feb 2020
Revisiting Graph based Collaborative Filtering: A Linear Residual Graph Convolutional Network Approach Lei Chen Le Wu Richang Hong Kun Zhang Meng Wang GNN 45 497 0 28 Jan 2020
RecVAE: a New Variational Autoencoder for Top-N Recommendations with Implicit Feedback Ilya Shenbin Anton M. Alekseev E. Tutubalina Valentin Malykh Sergey I. Nikolenko BDL DRL 97 196 0 24 Dec 2019
Learning Disentangled Representations for Recommendation Jianxin Ma Chang Zhou Peng Cui Hongxia Yang Wenwu Zhu CML DRL 44 307 0 31 Oct 2019
NPA: Neural News Recommendation with Personalized Attention Chuhan Wu Fangzhao Wu Mingxiao An Jianqiang Huang Yongfeng Huang Xing Xie AI4TS 43 322 0 12 Jul 2019
Neural Graph Collaborative Filtering Xiang Wang Xiangnan He Meng Wang Fuli Feng Tat-Seng Chua 101 2,946 0 20 May 2019
Embarrassingly Shallow Autoencoders for Sparse Data Harald Steck 85 249 0 08 May 2019
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer Fei Sun Jun Liu Jian Wu Changhua Pei Xiao Lin Wenwu Ou Peng Jiang BDL HAI 116 2,129 0 14 Apr 2019
Graph Convolutional Neural Networks for Web-Scale Recommender Systems Rex Ying Ruining He Kaifeng Chen Pong Eksombatchai William L. Hamilton J. Leskovec GNN BDL 185 3,513 0 06 Jun 2018
Variational Autoencoders for Collaborative Filtering Dawen Liang Rahul G. Krishnan Matthew D. Hoffman Tony Jebara BDL 118 1,222 0 16 Feb 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 296 19,902 0 30 Oct 2017
Graph Convolutional Matrix Completion Rianne van den Berg Thomas Kipf Max Welling GNN 83 1,247 0 07 Jun 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 366 15,066 0 07 Jun 2017
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 275 33,445 0 16 Oct 2013
BPR: Bayesian Personalized Ranking from Implicit Feedback Steffen Rendle Christoph Freudenthaler Zeno Gantner Lars Schmidt-Thieme BDL 87 5,696 0 09 May 2012