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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2023-08-14,本仓库收集汇总了推荐系统领域相关论文共**716**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2023-08-15,本仓库收集汇总了推荐系统领域相关论文共**717**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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- [Adversarial Multimodal Representation Learning for Click-Through Rate Prediction](Multi-Modal/Adversarial%20Multimodal%20Representation%20Learning%20for%20Click-Through%20Rate%20Prediction.pdf)
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- [Bootstrap Latent Representations for Multi-modal Recommendation](Multi-Modal/Bootstrap%20Latent%20Representations%20for%20Multi-modal%20Recommendation.pdf)
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- [ContentCTR - Frame-level Live Streaming Click-Through Rate Prediction with Multimodal Transformer](Multi-Modal/ContentCTR%20-%20Frame-level%20Live%20Streaming%20Click-Through%20Rate%20Prediction%20with%20Multimodal%20Transformer.pdf)
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- [COURIER - Contrastive User Intention Reconstruction for Large-Scale Pre-Train of Image Features](Multi-Modal/COURIER%20-%20Contrastive%20User%20Intention%20Reconstruction%20for%20Large-Scale%20Pre-Train%20of%20Image%20Features.pdf)
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- [Heterogeneous Attention Network for Effective and Efficient Cross-modal Retrieval](Multi-Modal/Heterogeneous%20Attention%20Network%20for%20Effective%20and%20Efficient%20Cross-modal%20Retrieval.pdf)
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- [Learning Joint Embedding with Multimodal Cues for Cross-Modal Video-Text Retrieva](Multi-Modal/Learning%20Joint%20Embedding%20with%20Multimodal%20Cues%20for%20Cross-Modal%20Video-Text%20Retrieva.pdf)
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- [Multimodal Recommender Systems - A Survey](Multi-Modal/Multimodal%20Recommender%20Systems%20-%20A%20Survey.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 2023-08-14, **716** papers related to recommendation system have been collected and summarized in this repo,
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1. Up to 2023-08-15, **717** 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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- [Adversarial Multimodal Representation Learning for Click-Through Rate Prediction](Multi-Modal/Adversarial%20Multimodal%20Representation%20Learning%20for%20Click-Through%20Rate%20Prediction.pdf)
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- [Bootstrap Latent Representations for Multi-modal Recommendation](Multi-Modal/Bootstrap%20Latent%20Representations%20for%20Multi-modal%20Recommendation.pdf)
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- [ContentCTR - Frame-level Live Streaming Click-Through Rate Prediction with Multimodal Transformer](Multi-Modal/ContentCTR%20-%20Frame-level%20Live%20Streaming%20Click-Through%20Rate%20Prediction%20with%20Multimodal%20Transformer.pdf)
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- [COURIER - Contrastive User Intention Reconstruction for Large-Scale Pre-Train of Image Features](Multi-Modal/COURIER%20-%20Contrastive%20User%20Intention%20Reconstruction%20for%20Large-Scale%20Pre-Train%20of%20Image%20Features.pdf)
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- [Heterogeneous Attention Network for Effective and Efficient Cross-modal Retrieval](Multi-Modal/Heterogeneous%20Attention%20Network%20for%20Effective%20and%20Efficient%20Cross-modal%20Retrieval.pdf)
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- [Learning Joint Embedding with Multimodal Cues for Cross-Modal Video-Text Retrieva](Multi-Modal/Learning%20Joint%20Embedding%20with%20Multimodal%20Cues%20for%20Cross-Modal%20Video-Text%20Retrieva.pdf)
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- [Multimodal Recommender Systems - A Survey](Multi-Modal/Multimodal%20Recommender%20Systems%20-%20A%20Survey.pdf)

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