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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2024-10-20,本仓库收集汇总了推荐系统领域相关论文共**846**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2024-10-22,本仓库收集汇总了推荐系统领域相关论文共**847**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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- [Multimodal Recommender Systems - A Survey](Multi-Modal/Multimodal%20Recommender%20Systems%20-%20A%20Survey.pdf)
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- [Multi-Modal Self-Supervised Learning for Recommendation](Multi-Modal/Multi-Modal%20Self-Supervised%20Learning%20for%20Recommendation.pdf)
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- [MM-GEF - Multi-modal representation meet collaborative filtering](Multi-Modal/MM-GEF%20-%20Multi-modal%20representation%20meet%20collaborative%20filtering.pdf)
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- [MMBee - Live Streaming Gift-Sending Recommendations via Multi-Modal Fusion and Behaviour Expansion](Multi-Modal/MMBee%20-%20Live%20Streaming%20Gift-Sending%20Recommendations%20via%20Multi-Modal%20Fusion%20and%20Behaviour%20Expansion.pdf)
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- [Pretraining Representations of Multi-modal Multi-query E-commerce Search](Multi-Modal/Pretraining%20Representations%20of%20Multi-modal%20Multi-query%20E-commerce%20Search.pdf)
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- [Universal Multi-modal Multi-domain Pre-trained Recommendation](Multi-Modal/Universal%20Multi-modal%20Multi-domain%20Pre-trained%20Recommendation.pdf)
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- [Unsupervised Multi-Modal Representation Learning for High Quality Retrieval of Similar Products at E-commerce Scale](Multi-Modal/Unsupervised%20Multi-Modal%20Representation%20Learning%20for%20High%20Quality%20Retrieval%20of%20Similar%20Products%20at%20E-commerce%20Scale.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 2024-10-20, **846** papers related to recommendation system have been collected and summarized in this repo,
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1. Up to 2024-10-22, **847** 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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- [Multimodal Recommender Systems - A Survey](Multi-Modal/Multimodal%20Recommender%20Systems%20-%20A%20Survey.pdf)
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- [Multi-Modal Self-Supervised Learning for Recommendation](Multi-Modal/Multi-Modal%20Self-Supervised%20Learning%20for%20Recommendation.pdf)
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- [MM-GEF - Multi-modal representation meet collaborative filtering](Multi-Modal/MM-GEF%20-%20Multi-modal%20representation%20meet%20collaborative%20filtering.pdf)
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- [MMBee - Live Streaming Gift-Sending Recommendations via Multi-Modal Fusion and Behaviour Expansion](Multi-Modal/MMBee%20-%20Live%20Streaming%20Gift-Sending%20Recommendations%20via%20Multi-Modal%20Fusion%20and%20Behaviour%20Expansion.pdf)
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- [Pretraining Representations of Multi-modal Multi-query E-commerce Search](Multi-Modal/Pretraining%20Representations%20of%20Multi-modal%20Multi-query%20E-commerce%20Search.pdf)
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- [Universal Multi-modal Multi-domain Pre-trained Recommendation](Multi-Modal/Universal%20Multi-modal%20Multi-domain%20Pre-trained%20Recommendation.pdf)
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- [Unsupervised Multi-Modal Representation Learning for High Quality Retrieval of Similar Products at E-commerce Scale](Multi-Modal/Unsupervised%20Multi-Modal%20Representation%20Learning%20for%20High%20Quality%20Retrieval%20of%20Similar%20Products%20at%20E-commerce%20Scale.pdf)

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