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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2023-06-20,本仓库收集汇总了推荐系统领域相关论文共**682**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2023-06-25,本仓库收集汇总了推荐系统领域相关论文共**683**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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- [AdaTask - A Task-aware Adaptive Learning Rate Approach to Multi-task Learning](Multi-Task/AdaTask%20-%20A%20Task-aware%20Adaptive%20Learning%20Rate%20Approach%20to%20Multi-task%20Learning.pdf)
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- [Can Small Heads Help Understanding and Improving Multi-Task Generalization](Multi-Task/Can%20Small%20Heads%20Help%20Understanding%20and%20Improving%20Multi-Task%20Generalization.pdf)
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- [Cross-stitch Networks for Multi-task Learning](Multi-Task/Cross-stitch%20Networks%20for%20Multi-task%20Learning.pdf)
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- [Conflict-Averse Gradient Descent for Multi-task Learning](Multi-Task/Conflict-Averse%20Gradient%20Descent%20for%20Multi-task%20Learning.pdf)
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- [Dynamic Task Prioritization for Multitask Learning](Multi-Task/Dynamic%20Task%20Prioritization%20for%20Multitask%20Learning.pdf)
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- [DSelect-k - Differentiable Selection in the Mixture of Experts with Applications to Multi-Task Learning](Multi-Task/DSelect-k%20-%20Differentiable%20Selection%20in%20the%20Mixture%20of%20Experts%20with%20Applications%20to%20Multi-Task%20Learning.pdf)
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- [Entire Space Multi-Task Modeling via Post-Click Behavior Decomposition for Conversion Rate Prediction](Multi-Task/Entire%20Space%20Multi-Task%20Modeling%20via%20Post-Click%20Behavior%20Decomposition%20for%20Conversion%20Rate%20Prediction.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 2023-06-20, **682** papers related to recommendation system have been collected and summarized in this repo,
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1. Up to 2023-06-25, **683** 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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- [AdaTask - A Task-aware Adaptive Learning Rate Approach to Multi-task Learning](Multi-Task/AdaTask%20-%20A%20Task-aware%20Adaptive%20Learning%20Rate%20Approach%20to%20Multi-task%20Learning.pdf)
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- [Can Small Heads Help Understanding and Improving Multi-Task Generalization](Multi-Task/Can%20Small%20Heads%20Help%20Understanding%20and%20Improving%20Multi-Task%20Generalization.pdf)
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- [Cross-stitch Networks for Multi-task Learning](Multi-Task/Cross-stitch%20Networks%20for%20Multi-task%20Learning.pdf)
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- [Conflict-Averse Gradient Descent for Multi-task Learning](Multi-Task/Conflict-Averse%20Gradient%20Descent%20for%20Multi-task%20Learning.pdf)
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- [Dynamic Task Prioritization for Multitask Learning](Multi-Task/Dynamic%20Task%20Prioritization%20for%20Multitask%20Learning.pdf)
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- [DSelect-k - Differentiable Selection in the Mixture of Experts with Applications to Multi-Task Learning](Multi-Task/DSelect-k%20-%20Differentiable%20Selection%20in%20the%20Mixture%20of%20Experts%20with%20Applications%20to%20Multi-Task%20Learning.pdf)
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- [Entire Space Multi-Task Modeling via Post-Click Behavior Decomposition for Conversion Rate Prediction](Multi-Task/Entire%20Space%20Multi-Task%20Modeling%20via%20Post-Click%20Behavior%20Decomposition%20for%20Conversion%20Rate%20Prediction.pdf)

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