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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2022-12-19,本仓库收集汇总了推荐系统领域相关论文共**506**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2022-12-20,本仓库收集汇总了推荐系统领域相关论文共**529**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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- [[2014][Yahoo] Beyond Clicks - Dwell Time for Personalization](Industry/Regression/%5B2014%5D%5BYahoo%5D%20Beyond%20Clicks%20-%20Dwell%20Time%20for%20Personalization.pdf)
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- [Deconfounding Duration Bias in Watch-time Prediction for Video Recommendation](Industry/Regression/Deconfounding%20Duration%20Bias%20in%20Watch-time%20Prediction%20for%20Video%20Recommendation.pdf)
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#### AutomaticPlaylistContinuation
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- [A hybrid two-stage recommender system for automatic playlist continuation](Industry/AutomaticPlaylistContinuation/A%20hybrid%20two-stage%20recommender%20system%20for%20automatic%20playlist%20continuation.pdf)
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- [A Line in the Sandv- Recommendation or Ad-hoc Retrieval ](Industry/AutomaticPlaylistContinuation/A%20Line%20in%20the%20Sandv-%20Recommendation%20or%20Ad-hoc%20Retrieval%20.pdf)
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- [Automatic Playlist Continuation using Subprofile-Aware Diversification](Industry/AutomaticPlaylistContinuation/Automatic%20Playlist%20Continuation%20using%20Subprofile-Aware%20Diversification.pdf)
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- [A Hybrid Recommender System for Improving Automatic Playlist Continuation](Industry/AutomaticPlaylistContinuation/A%20Hybrid%20Recommender%20System%20for%20Improving%20Automatic%20Playlist%20Continuation.pdf)
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- [Adversarial Mahalanobis Distance-based Attentive Song Recommender for Automatic Playlist Continuation](Industry/AutomaticPlaylistContinuation/Adversarial%20Mahalanobis%20Distance-based%20Attentive%20Song%20Recommender%20for%20Automatic%20Playlist%20Continuation.pdf)
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- [Automatic playlist continuation using a hybrid recommender system combining features from text and audio](Industry/AutomaticPlaylistContinuation/Automatic%20playlist%20continuation%20using%20a%20hybrid%20recommender%20system%20combining%20features%20from%20text%20and%20audio.pdf)
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- [An Ensemble Approach of Recurrent Neural Networks using Pre-Trained Embeddings for Playlist Completion](Industry/AutomaticPlaylistContinuation/An%20Ensemble%20Approach%20of%20Recurrent%20Neural%20Networks%20using%20Pre-Trained%20Embeddings%20for%20Playlist%20Completion.pdf)
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- [An Analysis of Approaches Taken in the ACM RecSys Challenge 2018 for Automatic Music Playlist Continuation](Industry/AutomaticPlaylistContinuation/An%20Analysis%20of%20Approaches%20Taken%20in%20the%20ACM%20RecSys%20Challenge%202018%20for%20Automatic%20Music%20Playlist%20Continuation.pdf)
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- [Automatic Music Playlist Continuation via Neighbor-based Collaborative Filtering and Discriminative Reweighting:Reranking](Industry/AutomaticPlaylistContinuation/Automatic%20Music%20Playlist%20Continuation%20via%20Neighbor-based%20Collaborative%20Filtering%20and%20Discriminative%20Reweighting%3AReranking.pdf)
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- [Artist-driven layering and user’s behaviour impact on recommendations in a playlist continuation scenario](Industry/AutomaticPlaylistContinuation/Artist-driven%20layering%20and%20user%E2%80%99s%20behaviour%20impact%20on%20recommendations%20in%20a%20playlist%20continuation%20scenario.pdf)
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- [Consistency-Aware Recommendation for User-Generated ItemList Continuation](Industry/AutomaticPlaylistContinuation/Consistency-Aware%20Recommendation%20for%20User-Generated%20ItemList%20Continuation.pdf)
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- [Efficient Similarity Based Methods For The Playlist Continuation Task](Industry/AutomaticPlaylistContinuation/Efficient%20Similarity%20Based%20Methods%20For%20The%20Playlist%20Continuation%20Task.pdf)
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- [Efficient K-NN for Playlist Continuation](Industry/AutomaticPlaylistContinuation/Efficient%20K-NN%20for%20Playlist%20Continuation.pdf)
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- [Effective Nearest-Neighbor Music Recommendations](Industry/AutomaticPlaylistContinuation/Effective%20Nearest-Neighbor%20Music%20Recommendations.pdf)
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- [MMCF - Multimodal Collaborative Filtering for Automatic Playlist Continuation](Industry/AutomaticPlaylistContinuation/MMCF%20-%20Multimodal%20Collaborative%20Filtering%20for%20Automatic%20Playlist%20Continuation.pdf)
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- [Offline Evaluation to Make Decisions About Playlist Recommendation Algorithms](Industry/AutomaticPlaylistContinuation/Offline%20Evaluation%20to%20Make%20Decisions%20About%20Playlist%20Recommendation%20Algorithms.pdf)
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- [Random Walk with Restart for Automatic Playlist Continuation and Query-Specific Adaptations](Industry/AutomaticPlaylistContinuation/Random%20Walk%20with%20Restart%20for%20Automatic%20Playlist%20Continuation%20and%20Query-Specific%20Adaptations.pdf)
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- [Social Tags and Emotions as main Features for the Next Song To Play in Automatic Playlist Continuation](Industry/AutomaticPlaylistContinuation/Social%20Tags%20and%20Emotions%20as%20main%20Features%20for%20the%20Next%20Song%20To%20Play%20in%20Automatic%20Playlist%20Continuation.pdf)
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- [TrailMix - An Ensemble Recommender System for Playlist Curation and Continuation](Industry/AutomaticPlaylistContinuation/TrailMix%20-%20An%20Ensemble%20Recommender%20System%20for%20Playlist%20Curation%20and%20Continuation.pdf)
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- [Towards Seed-Free Music Playlist Generation](Industry/AutomaticPlaylistContinuation/Towards%20Seed-Free%20Music%20Playlist%20Generation.pdf)
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- [Two-stage Model for Automatic Playlist Continuation at Scale](Industry/AutomaticPlaylistContinuation/Two-stage%20Model%20for%20Automatic%20Playlist%20Continuation%20at%20Scale.pdf)
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- [Using Adversarial Autoencoders for Multi-Modal Automatic Playlist Continuation](Industry/AutomaticPlaylistContinuation/Using%20Adversarial%20Autoencoders%20for%20Multi-Modal%20Automatic%20Playlist%20Continuation.pdf)
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- [User Recommendation in Content Curation Platforms](Industry/AutomaticPlaylistContinuation/User%20Recommendation%20in%20Content%20Curation%20Platforms.pdf)
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## Pre-Rank
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- [[2020][Alibaba][COLD] COLD - Towards the Next Generation of Pre-Ranking System](Pre-Rank/%5B2020%5D%5BAlibaba%5D%5BCOLD%5D%20COLD%20-%20Towards%20the%20Next%20Generation%20of%20Pre-Ranking%20System.pdf)
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- [[2021][Alibaba] Towards a Better Tradeoff between Effectiveness and Efficiency in Pre-Ranking - A Learnable Feature Selection based Approach](Pre-Rank/%5B2021%5D%5BAlibaba%5D%20Towards%20a%20Better%20Tradeoff%20between%20Effectiveness%20and%20Efficiency%20in%20Pre-Ranking%20-%20A%20Learnable%20Feature%20Selection%20based%20Approach.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 2022-12-19, **506** papers related to recommendation system have been collected and summarized in this repo,
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1. Up to 2022-12-20, **529** 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**, **ReinForce Learning** and other fields, the repo will track the industry progress and update continuely.
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- [[2014][Yahoo] Beyond Clicks - Dwell Time for Personalization](Industry/Regression/%5B2014%5D%5BYahoo%5D%20Beyond%20Clicks%20-%20Dwell%20Time%20for%20Personalization.pdf)
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- [Deconfounding Duration Bias in Watch-time Prediction for Video Recommendation](Industry/Regression/Deconfounding%20Duration%20Bias%20in%20Watch-time%20Prediction%20for%20Video%20Recommendation.pdf)
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#### AutomaticPlaylistContinuation
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- [A hybrid two-stage recommender system for automatic playlist continuation](Industry/AutomaticPlaylistContinuation/A%20hybrid%20two-stage%20recommender%20system%20for%20automatic%20playlist%20continuation.pdf)
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- [A Line in the Sandv- Recommendation or Ad-hoc Retrieval ](Industry/AutomaticPlaylistContinuation/A%20Line%20in%20the%20Sandv-%20Recommendation%20or%20Ad-hoc%20Retrieval%20.pdf)
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- [Automatic Playlist Continuation using Subprofile-Aware Diversification](Industry/AutomaticPlaylistContinuation/Automatic%20Playlist%20Continuation%20using%20Subprofile-Aware%20Diversification.pdf)
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- [A Hybrid Recommender System for Improving Automatic Playlist Continuation](Industry/AutomaticPlaylistContinuation/A%20Hybrid%20Recommender%20System%20for%20Improving%20Automatic%20Playlist%20Continuation.pdf)
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- [Adversarial Mahalanobis Distance-based Attentive Song Recommender for Automatic Playlist Continuation](Industry/AutomaticPlaylistContinuation/Adversarial%20Mahalanobis%20Distance-based%20Attentive%20Song%20Recommender%20for%20Automatic%20Playlist%20Continuation.pdf)
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- [Automatic playlist continuation using a hybrid recommender system combining features from text and audio](Industry/AutomaticPlaylistContinuation/Automatic%20playlist%20continuation%20using%20a%20hybrid%20recommender%20system%20combining%20features%20from%20text%20and%20audio.pdf)
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- [An Ensemble Approach of Recurrent Neural Networks using Pre-Trained Embeddings for Playlist Completion](Industry/AutomaticPlaylistContinuation/An%20Ensemble%20Approach%20of%20Recurrent%20Neural%20Networks%20using%20Pre-Trained%20Embeddings%20for%20Playlist%20Completion.pdf)
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- [An Analysis of Approaches Taken in the ACM RecSys Challenge 2018 for Automatic Music Playlist Continuation](Industry/AutomaticPlaylistContinuation/An%20Analysis%20of%20Approaches%20Taken%20in%20the%20ACM%20RecSys%20Challenge%202018%20for%20Automatic%20Music%20Playlist%20Continuation.pdf)
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- [Automatic Music Playlist Continuation via Neighbor-based Collaborative Filtering and Discriminative Reweighting:Reranking](Industry/AutomaticPlaylistContinuation/Automatic%20Music%20Playlist%20Continuation%20via%20Neighbor-based%20Collaborative%20Filtering%20and%20Discriminative%20Reweighting%3AReranking.pdf)
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- [Artist-driven layering and user’s behaviour impact on recommendations in a playlist continuation scenario](Industry/AutomaticPlaylistContinuation/Artist-driven%20layering%20and%20user%E2%80%99s%20behaviour%20impact%20on%20recommendations%20in%20a%20playlist%20continuation%20scenario.pdf)
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- [Consistency-Aware Recommendation for User-Generated ItemList Continuation](Industry/AutomaticPlaylistContinuation/Consistency-Aware%20Recommendation%20for%20User-Generated%20ItemList%20Continuation.pdf)
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- [Efficient Similarity Based Methods For The Playlist Continuation Task](Industry/AutomaticPlaylistContinuation/Efficient%20Similarity%20Based%20Methods%20For%20The%20Playlist%20Continuation%20Task.pdf)
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- [Efficient K-NN for Playlist Continuation](Industry/AutomaticPlaylistContinuation/Efficient%20K-NN%20for%20Playlist%20Continuation.pdf)
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- [Effective Nearest-Neighbor Music Recommendations](Industry/AutomaticPlaylistContinuation/Effective%20Nearest-Neighbor%20Music%20Recommendations.pdf)
219+
- [MMCF - Multimodal Collaborative Filtering for Automatic Playlist Continuation](Industry/AutomaticPlaylistContinuation/MMCF%20-%20Multimodal%20Collaborative%20Filtering%20for%20Automatic%20Playlist%20Continuation.pdf)
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- [Offline Evaluation to Make Decisions About Playlist Recommendation Algorithms](Industry/AutomaticPlaylistContinuation/Offline%20Evaluation%20to%20Make%20Decisions%20About%20Playlist%20Recommendation%20Algorithms.pdf)
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- [Random Walk with Restart for Automatic Playlist Continuation and Query-Specific Adaptations](Industry/AutomaticPlaylistContinuation/Random%20Walk%20with%20Restart%20for%20Automatic%20Playlist%20Continuation%20and%20Query-Specific%20Adaptations.pdf)
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- [Social Tags and Emotions as main Features for the Next Song To Play in Automatic Playlist Continuation](Industry/AutomaticPlaylistContinuation/Social%20Tags%20and%20Emotions%20as%20main%20Features%20for%20the%20Next%20Song%20To%20Play%20in%20Automatic%20Playlist%20Continuation.pdf)
223+
- [TrailMix - An Ensemble Recommender System for Playlist Curation and Continuation](Industry/AutomaticPlaylistContinuation/TrailMix%20-%20An%20Ensemble%20Recommender%20System%20for%20Playlist%20Curation%20and%20Continuation.pdf)
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- [Towards Seed-Free Music Playlist Generation](Industry/AutomaticPlaylistContinuation/Towards%20Seed-Free%20Music%20Playlist%20Generation.pdf)
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- [Two-stage Model for Automatic Playlist Continuation at Scale](Industry/AutomaticPlaylistContinuation/Two-stage%20Model%20for%20Automatic%20Playlist%20Continuation%20at%20Scale.pdf)
226+
- [Using Adversarial Autoencoders for Multi-Modal Automatic Playlist Continuation](Industry/AutomaticPlaylistContinuation/Using%20Adversarial%20Autoencoders%20for%20Multi-Modal%20Automatic%20Playlist%20Continuation.pdf)
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- [User Recommendation in Content Curation Platforms](Industry/AutomaticPlaylistContinuation/User%20Recommendation%20in%20Content%20Curation%20Platforms.pdf)
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## Pre-Rank
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- [[2020][Alibaba][COLD] COLD - Towards the Next Generation of Pre-Ranking System](Pre-Rank/%5B2020%5D%5BAlibaba%5D%5BCOLD%5D%20COLD%20-%20Towards%20the%20Next%20Generation%20of%20Pre-Ranking%20System.pdf)
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- [[2021][Alibaba] Towards a Better Tradeoff between Effectiveness and Efficiency in Pre-Ranking - A Learnable Feature Selection based Approach](Pre-Rank/%5B2021%5D%5BAlibaba%5D%20Towards%20a%20Better%20Tradeoff%20between%20Effectiveness%20and%20Efficiency%20in%20Pre-Ranking%20-%20A%20Learnable%20Feature%20Selection%20based%20Approach.pdf)

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