On Sampling Strategies for Neural Network-based Collaborative Filtering

23 June 2017

Papers citing "On Sampling Strategies for Neural Network-based Collaborative Filtering"

47 / 47 papers shown

Title
Learning from Noisy Labels with Contrastive Co-Transformer Yan Han S. Roy Mehrtash Harandi L. Petersson NoLa 104 0 0 04 Mar 2025
ESANS: Effective and Semantic-Aware Negative Sampling for Large-Scale Retrieval Systems Haibo Xing Kanefumi Matsuyama Hao Deng Jinxin Hu Yu Zhang Xiaoyi Zeng 77 0 0 22 Feb 2025
Beyond Models! Explainable Data Valuation and Metric Adaption for Recommendation Renqi Jia Xiaokun Zhang Bowei He Qiannan Zhu Weitao Xu Jiehao Chen Chen Ma TDI 113 1 0 12 Feb 2025
MixDec Sampling: A Soft Link-based Sampling Method of Graph Neural Network for Recommendation Xiangjin Xie Yiran Chen Ruipeng Wang Kai Ouyang Zihan Zhang ... Buyue Qian Hansen Zheng Bo Hu Chengxiang Zhuo Zang Li 121 3 0 12 Feb 2025
Style4Rec: Enhancing Transformer-based E-commerce Recommendation Systems with Style and Shopping Cart Information Berke Ugurlu Ming-Yi Hong Che Lin 68 0 0 17 Jan 2025
Improved Diversity-Promoting Collaborative Metric Learning for Recommendation Shilong Bao Qianqian Xu Zhiyong Yang Yuan He Xiaochun Cao Qingming Huang 135 6 0 02 Sep 2024
Towards Ontology-Enhanced Representation Learning for Large Language Models Francesco Ronzano Jay Nanavati 67 5 0 30 May 2024
RankCSE: Unsupervised Sentence Representations Learning via Learning to Rank Jiduan Liu Jiahao Liu Qifan Wang Jingang Wang Wei Wu Yunsen Xian Dongyan Zhao Kai Chen Rui Yan SSL 97 38 0 26 May 2023
Sentence-Level Relation Extraction via Contrastive Learning with Descriptive Relation Prompts Jiewen Zheng Ze Chen 68 2 0 11 Apr 2023
Finding the Law: Enhancing Statutory Article Retrieval via Graph Neural Networks Antoine Louis Gijs van Dijck Gerasimos Spanakis AILaw 115 9 0 30 Jan 2023
JCSE: Contrastive Learning of Japanese Sentence Embeddings and Its Applications Zihao Chen H. Handa Kimiaki Shirahama 61 2 0 19 Jan 2023
Cross-Platform and Cross-Domain Abusive Language Detection with Supervised Contrastive Learning Md. Tawkat Islam Khondaker Muhammad Abdul-Mageed L. Lakshmanan 37 1 0 11 Nov 2022
DialogConv: A Lightweight Fully Convolutional Network for Multi-view Response Selection Yongkang Liu Shi Feng Wei Gao Daling Wang Yifei Zhang 57 4 0 25 Oct 2022
A Benchmark Study of Contrastive Learning for Arabic Social Meaning Md. Tawkat Islam Khondaker El Moatez Billah Nagoudi AbdelRahim Elmadany Muhammad Abdul-Mageed L. Lakshmanan 86 4 0 22 Oct 2022
Fine-grained Category Discovery under Coarse-grained supervision with Hierarchical Weighted Self-contrastive Learning Wenbin An Feng Tian Ping Chen Siliang Tang Qinghua Zheng Qianying Wang 84 17 0 14 Oct 2022
Exploring the Algorithm-Dependent Generalization of AUPRC Optimization with List Stability Peisong Wen Qianqian Xu Zhiyong Yang Yuan He Qingming Huang 133 10 0 27 Sep 2022
FreeGaze: Resource-efficient Gaze Estimation via Frequency Domain Contrastive Learning Li-Huan Du Guohao Lan 68 4 0 14 Sep 2022
Don't Judge a Language Model by Its Last Layer: Contrastive Learning with Layer-Wise Attention Pooling Dongsuk Oh Yejin Kim Hodong Lee Huimin Huang Heu-Jeoung Lim 85 10 0 13 Sep 2022
Rethinking Collaborative Metric Learning: Toward an Efficient Alternative without Negative Sampling Shilong Bao Qianqian Xu Zhiyong Yang Xiaochun Cao Qingming Huang 64 14 0 23 Jun 2022
E2S2: Encoding-Enhanced Sequence-to-Sequence Pretraining for Language Understanding and Generation Qihuang Zhong Liang Ding Juhua Liu Bo Du Dacheng Tao 111 27 0 30 May 2022
Improving Contextual Representation with Gloss Regularized Pre-training Yu Lin Zhecheng An Peihao Wu Zejun Ma 78 5 0 13 May 2022
Bayesian Negative Sampling for Recommendation B. Liu Bang-wei Wang BDL 69 9 0 02 Apr 2022
Modeling Dynamic User Preference via Dictionary Learning for Sequential Recommendation Chao Chen Dongsheng Li Junchi Yan Xiaokang Yang 38 16 0 02 Apr 2022
Imputing Out-of-Vocabulary Embeddings with LOVE Makes Language Models Robust with Little Cost Lihu Chen Gaël Varoquaux Fabian M. Suchanek 75 15 0 15 Mar 2022
LEMON: LanguagE ModeL for Negative Sampling of Knowledge Graph Embeddings Md. Rony Mirza Mohtashim Alam Semab Ali Jens Lehmann S. Vahdati 66 2 0 09 Mar 2022
SimGRACE: A Simple Framework for Graph Contrastive Learning without Data Augmentation Jun Xia Lirong Wu Jintao Chen Bozhen Hu Stan Z. Li 86 297 0 07 Feb 2022
On Sampling Collaborative Filtering Datasets Noveen Sachdeva Carole-Jean Wu Julian McAuley 78 16 0 13 Jan 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 271 928 0 16 Dec 2021
CLOOB: Modern Hopfield Networks with InfoLOOB Outperform CLIP Andreas Fürst Elisabeth Rumetshofer Johannes Lehner Viet-Hung Tran Fei Tang ... David P. Kreil Michael K Kopp Günter Klambauer Angela Bitto-Nemling Sepp Hochreiter VLM CLIP 312 104 0 21 Oct 2021
Batch-Softmax Contrastive Loss for Pairwise Sentence Scoring Tasks Anton Chernyavskiy Dmitry Ilvovsky Pavel Kalinin Preslav Nakov 65 8 0 10 Oct 2021
Recommender systems based on graph embedding techniques: A comprehensive review Yue Deng 121 25 0 20 Sep 2021
Self-supervised Product Quantization for Deep Unsupervised Image Retrieval Young Kyun Jang N. Cho MQ 63 67 0 06 Sep 2021
Multi-Sample based Contrastive Loss for Top-k Recommendation Hao Tang Guoshuai Zhao Yuxia Wu Xueming Qian 92 33 0 01 Sep 2021
Disentangling Sampling and Labeling Bias for Learning in Large-Output Spaces A. S. Rawat A. Menon Wittawat Jitkrittum Sadeep Jayasumana Felix X. Yu Sashank J. Reddi Sanjiv Kumar 62 9 0 12 May 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings Tianyu Gao Xingcheng Yao Danqi Chen AILaw SSL 303 3,442 0 18 Apr 2021
Simplify and Robustify Negative Sampling for Implicit Collaborative Filtering Jingtao Ding Yuhan Quan Quanming Yao Yong Li Depeng Jin 74 100 0 07 Sep 2020
GraphCL: Contrastive Self-Supervised Learning of Graph Representations H. Hafidi Mounir Ghogho P. Ciblat A. Swami SSL 93 53 0 15 Jul 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 211 1,645 0 15 Jun 2020
Contrastive Learning for Debiased Candidate Generation in Large-Scale Recommender Systems Chang Zhou Jianxin Ma Jianwei Zhang Jingren Zhou Hongxia Yang 156 148 0 20 May 2020
A Survey of Deep Learning for Scientific Discovery M. Raghu Erica Schmidt OOD AI4CE 182 123 0 26 Mar 2020
Reinforced Negative Sampling over Knowledge Graph for Recommendation Xiang Wang Yaokun Xu Xiangnan He Yixin Cao Meng Wang Tat-Seng Chua OffRL 70 185 0 12 Mar 2020
Recommender Systems Based on Generative Adversarial Networks: A Problem-Driven Perspective Min Gao Junwei Zhang Junliang Yu Jundong Li Junhao Wen Qingyu Xiong 79 62 0 05 Mar 2020
Fast Adaptively Weighted Matrix Factorization for Recommendation with Implicit Feedback Jiawei Chen Can Wang Sheng Zhou Qihao Shi Jingbang Chen Yan Feng Chun-Yen Chen OffRL 100 59 0 04 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 428 18,968 0 13 Feb 2020
A Neural Attention Model for Adaptive Learning of Social Friends' Preferences Dimitrios Rafailidis Gerhard Weiss GNN FedML 45 2 0 29 Jun 2019
Leveraging Trust and Distrust in Recommender Systems via Deep Learning Dimitrios Rafailidis FedML 20 0 0 31 May 2019
Co-training Embeddings of Knowledge Graphs and Entity Descriptions for Cross-lingual Entity Alignment Muhao Chen Yingtao Tian Kai-Wei Chang Steven Skiena C. Zaniolo 71 241 0 18 Jun 2018