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README.md

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# 推荐系统相关论文汇总
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([English Version is Here](/README_EN.md))
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## 介绍
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1. 截至2023-07-20,本仓库收集汇总了推荐系统领域相关论文共**702**篇,涉及:**召回****粗排****精排****重排****多任务****多场景****多模态****冷启动****校准**
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1. 截至2023-07-25,本仓库收集汇总了推荐系统领域相关论文共**705**篇,涉及:**召回****粗排****精排****重排****多任务****多场景****多模态****冷启动****校准**
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**纠偏****多样性****公平性****反馈延迟****蒸馏****对比学习****因果推断****Look-Alike****Learning-to-Rank****强化学习**等领域,本仓库会跟踪业界进展,持续更新。
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2. 因文件名特殊字符的限制,故论文title中所有的`:`都改为了`-`,检索时请注意。
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3. 文件名前缀中带有`[]`的,表明本人已经通读过,第一个`[]`中为论文年份,第二个`[]`中为发表机构或公司(可选),第三个`[]`中为论文提出的model或method的简称(可选)。
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- [Supporting users in fnding successful matches in reciprocal recommender systems](Industry/Reciprocal/Supporting%20users%20in%20fnding%20successful%20matches%20in%20reciprocal%20recommender%20systems.pdf)
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#### Dataset
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- [KuaiRand - An Unbiased Sequential Recommendation Dataset with Randomly Exposed Videos](Industry/Dataset/KuaiRand%20-%20An%20Unbiased%20Sequential%20Recommendation%20Dataset%20with%20Randomly%20Exposed%20Videos.pdf)
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- [KuaiSAR - A Unified Search And Recommendation Dataset](Industry/Dataset/KuaiSAR%20-%20A%20Unified%20Search%20And%20Recommendation%20Dataset.pdf)
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- [KuaiRec - A Fully-observed Dataset and Insights for Evaluating Recommender Systems](Industry/Dataset/KuaiRec%20-%20A%20Fully-observed%20Dataset%20and%20Insights%20for%20Evaluating%20Recommender%20Systems.pdf)
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- [MobileRec - A Large-Scale Dataset for Mobile Apps Recommendation](Industry/Dataset/MobileRec%20-%20A%20Large-Scale%20Dataset%20for%20Mobile%20Apps%20Recommendation.pdf)
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- [REASONER - An Explainable Recommendation Dataset with Multi-aspect Real User Labeled Ground Truths](Industry/Dataset/REASONER%20-%20An%20Explainable%20Recommendation%20Dataset%20with%20Multi-aspect%20Real%20User%20Labeled%20Ground%20Truths.pdf)
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- [Revisiting Item Promotion in GNN-based Collaborative Filtering - A Masked Targeted Topological Attack Perspective](Match/GNN/Revisiting%20Item%20Promotion%20in%20GNN-based%20Collaborative%20Filtering%20-%20A%20Masked%20Targeted%20Topological%20Attack%20Perspective.pdf)
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- [Self-supervised Graph Learning for Recommendation](Match/GNN/Self-supervised%20Graph%20Learning%20for%20Recommendation.pdf)
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- [SVD-GCN - A Simplified Graph Convolution Paradigm for Recommendation](Match/GNN/SVD-GCN%20-%20A%20Simplified%20Graph%20Convolution%20Paradigm%20for%20Recommendation.pdf)
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- [Spherical Graph Embedding for Item Retrieval in Recommendation System](Match/GNN/Spherical%20Graph%20Embedding%20for%20Item%20Retrieval%20in%20Recommendation%20System.pdf)
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- [SimClusters - Community-Based Representations for Heterogeneous Recommendations at Twitter](Match/GNN/SimClusters%20-%20Community-Based%20Representations%20for%20Heterogeneous%20Recommendations%20at%20Twitter.pdf)
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- [Self-Supervised Hypergraph Transformer for Recommender Systems](Match/GNN/Self-Supervised%20Hypergraph%20Transformer%20for%20Recommender%20Systems.pdf)
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- [TwHIN - Embedding the Twitter Heterogeneous Information Network for Personalized Recommendation](Match/GNN/TwHIN%20-%20Embedding%20the%20Twitter%20Heterogeneous%20Information%20Network%20for%20Personalized%20Recommendation.pdf)
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- [Alleviating Cold-start Problem in CTR Prediction with A Variational Embedding Learning Framework](Cold-Start/Alleviating%20Cold-start%20Problem%20in%20CTR%20Prediction%20with%20A%20Variational%20Embedding%20Learning%20Framework.pdf)
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- [Addressing the Item Cold-start Problem by Attribute-driven Active Learning](Cold-Start/Addressing%20the%20Item%20Cold-start%20Problem%20by%20Attribute-driven%20Active%20Learning.pdf)
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- [A Practical Exploration System for Search Advertising](Cold-Start/A%20Practical%20Exploration%20System%20for%20Search%20Advertising.pdf)
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- [A Model of Two Tales - Dual Transfer Learning Framework for Improved Long-tail Item Recommendation](Cold-Start/A%20Model%20of%20Two%20Tales%20-%20Dual%20Transfer%20Learning%20Framework%20for%20Improved%20Long-tail%20Item%20Recommendation.pdf)
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- [A Semi-Personalized System for User Cold Start Recommendation on Music Streaming Apps](Cold-Start/A%20Semi-Personalized%20System%20for%20User%20Cold%20Start%20Recommendation%20on%20Music%20Streaming%20Apps.pdf)
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- [Cold-start Sequential Recommendation via Meta Learner](Cold-Start/Cold-start%20Sequential%20Recommendation%20via%20Meta%20Learner.pdf)
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- [Contrastive Collaborative Filtering for Cold-Start Item Recommendation](Cold-Start/Contrastive%20Collaborative%20Filtering%20for%20Cold-Start%20Item%20Recommendation.pdf)

README_EN.md

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# Summary of Papers Related to Recommendation System
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## Introduce
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1. Up to 2023-07-20, **702** papers related to recommendation system have been collected and summarized in this repo,
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1. Up to 2023-07-25, **705** papers related to recommendation system have been collected and summarized in this repo,
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including: **Match**, **Pre-Rank**, **Rank**, **Re-Rank**, **Multi-Task**, **Multi-Scenario**, **Multi-Modal**, **Cold-Start**, **Calibration**,
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**Debias**, **Diversity**, **Fairness**, **Feedback-Delay**, **Distillation**, **Contrastive Learning**, **Casual Inference**,
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**Look-Alike**, **Learning-to-Rank**, **Reinforcement Learning** and other fields, the repo will track the industry progress and update continuely.
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- [Supporting users in fnding successful matches in reciprocal recommender systems](Industry/Reciprocal/Supporting%20users%20in%20fnding%20successful%20matches%20in%20reciprocal%20recommender%20systems.pdf)
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#### Dataset
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- [KuaiRand - An Unbiased Sequential Recommendation Dataset with Randomly Exposed Videos](Industry/Dataset/KuaiRand%20-%20An%20Unbiased%20Sequential%20Recommendation%20Dataset%20with%20Randomly%20Exposed%20Videos.pdf)
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- [KuaiSAR - A Unified Search And Recommendation Dataset](Industry/Dataset/KuaiSAR%20-%20A%20Unified%20Search%20And%20Recommendation%20Dataset.pdf)
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- [KuaiRec - A Fully-observed Dataset and Insights for Evaluating Recommender Systems](Industry/Dataset/KuaiRec%20-%20A%20Fully-observed%20Dataset%20and%20Insights%20for%20Evaluating%20Recommender%20Systems.pdf)
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- [MobileRec - A Large-Scale Dataset for Mobile Apps Recommendation](Industry/Dataset/MobileRec%20-%20A%20Large-Scale%20Dataset%20for%20Mobile%20Apps%20Recommendation.pdf)
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- [REASONER - An Explainable Recommendation Dataset with Multi-aspect Real User Labeled Ground Truths](Industry/Dataset/REASONER%20-%20An%20Explainable%20Recommendation%20Dataset%20with%20Multi-aspect%20Real%20User%20Labeled%20Ground%20Truths.pdf)
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- [Revisiting Item Promotion in GNN-based Collaborative Filtering - A Masked Targeted Topological Attack Perspective](Match/GNN/Revisiting%20Item%20Promotion%20in%20GNN-based%20Collaborative%20Filtering%20-%20A%20Masked%20Targeted%20Topological%20Attack%20Perspective.pdf)
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- [Self-supervised Graph Learning for Recommendation](Match/GNN/Self-supervised%20Graph%20Learning%20for%20Recommendation.pdf)
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- [SVD-GCN - A Simplified Graph Convolution Paradigm for Recommendation](Match/GNN/SVD-GCN%20-%20A%20Simplified%20Graph%20Convolution%20Paradigm%20for%20Recommendation.pdf)
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- [Spherical Graph Embedding for Item Retrieval in Recommendation System](Match/GNN/Spherical%20Graph%20Embedding%20for%20Item%20Retrieval%20in%20Recommendation%20System.pdf)
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- [SimClusters - Community-Based Representations for Heterogeneous Recommendations at Twitter](Match/GNN/SimClusters%20-%20Community-Based%20Representations%20for%20Heterogeneous%20Recommendations%20at%20Twitter.pdf)
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- [Self-Supervised Hypergraph Transformer for Recommender Systems](Match/GNN/Self-Supervised%20Hypergraph%20Transformer%20for%20Recommender%20Systems.pdf)
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- [TwHIN - Embedding the Twitter Heterogeneous Information Network for Personalized Recommendation](Match/GNN/TwHIN%20-%20Embedding%20the%20Twitter%20Heterogeneous%20Information%20Network%20for%20Personalized%20Recommendation.pdf)
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- [Alleviating Cold-start Problem in CTR Prediction with A Variational Embedding Learning Framework](Cold-Start/Alleviating%20Cold-start%20Problem%20in%20CTR%20Prediction%20with%20A%20Variational%20Embedding%20Learning%20Framework.pdf)
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- [Addressing the Item Cold-start Problem by Attribute-driven Active Learning](Cold-Start/Addressing%20the%20Item%20Cold-start%20Problem%20by%20Attribute-driven%20Active%20Learning.pdf)
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- [A Practical Exploration System for Search Advertising](Cold-Start/A%20Practical%20Exploration%20System%20for%20Search%20Advertising.pdf)
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- [A Model of Two Tales - Dual Transfer Learning Framework for Improved Long-tail Item Recommendation](Cold-Start/A%20Model%20of%20Two%20Tales%20-%20Dual%20Transfer%20Learning%20Framework%20for%20Improved%20Long-tail%20Item%20Recommendation.pdf)
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- [A Semi-Personalized System for User Cold Start Recommendation on Music Streaming Apps](Cold-Start/A%20Semi-Personalized%20System%20for%20User%20Cold%20Start%20Recommendation%20on%20Music%20Streaming%20Apps.pdf)
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- [Cold-start Sequential Recommendation via Meta Learner](Cold-Start/Cold-start%20Sequential%20Recommendation%20via%20Meta%20Learner.pdf)
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- [Contrastive Collaborative Filtering for Cold-Start Item Recommendation](Cold-Start/Contrastive%20Collaborative%20Filtering%20for%20Cold-Start%20Item%20Recommendation.pdf)

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