|
1 | 1 |
|
2 | 2 | # Summary of Papers Related to Recommendation System
|
3 | 3 | ## Introduce
|
4 |
| -1. Up to 2022-12-19, **506** papers related to recommendation system have been collected and summarized in this repo, |
| 4 | +1. Up to 2022-12-20, **529** papers related to recommendation system have been collected and summarized in this repo, |
5 | 5 | including: **Match**, **Pre-Rank**, **Rank**, **Re-Rank**, **Multi-Task**, **Multi-Scenario**, **Multi-Modal**, **Cold-Start**, **Calibration**,
|
6 | 6 | **Debias**, **Diversity**, **Fairness**, **Feedback-Delay**, **Distillation**, **Contrastive Learning**, **Casual Inference**,
|
7 | 7 | **Look-Alike**, **Learning-to-Rank**, **ReinForce Learning** and other fields, the repo will track the industry progress and update continuely.
|
@@ -202,6 +202,29 @@ I will remove it immediately after verification.
|
202 | 202 | - [[2014][Yahoo] Beyond Clicks - Dwell Time for Personalization](Industry/Regression/%5B2014%5D%5BYahoo%5D%20Beyond%20Clicks%20-%20Dwell%20Time%20for%20Personalization.pdf)
|
203 | 203 | - [Deconfounding Duration Bias in Watch-time Prediction for Video Recommendation](Industry/Regression/Deconfounding%20Duration%20Bias%20in%20Watch-time%20Prediction%20for%20Video%20Recommendation.pdf)
|
204 | 204 | #### AutomaticPlaylistContinuation
|
| 205 | +- [A hybrid two-stage recommender system for automatic playlist continuation](Industry/AutomaticPlaylistContinuation/A%20hybrid%20two-stage%20recommender%20system%20for%20automatic%20playlist%20continuation.pdf) |
| 206 | +- [A Line in the Sandv- Recommendation or Ad-hoc Retrieval ](Industry/AutomaticPlaylistContinuation/A%20Line%20in%20the%20Sandv-%20Recommendation%20or%20Ad-hoc%20Retrieval%20.pdf) |
| 207 | +- [Automatic Playlist Continuation using Subprofile-Aware Diversification](Industry/AutomaticPlaylistContinuation/Automatic%20Playlist%20Continuation%20using%20Subprofile-Aware%20Diversification.pdf) |
| 208 | +- [A Hybrid Recommender System for Improving Automatic Playlist Continuation](Industry/AutomaticPlaylistContinuation/A%20Hybrid%20Recommender%20System%20for%20Improving%20Automatic%20Playlist%20Continuation.pdf) |
| 209 | +- [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) |
| 210 | +- [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) |
| 211 | +- [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) |
| 212 | +- [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) |
| 213 | +- [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) |
| 214 | +- [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) |
| 215 | +- [Consistency-Aware Recommendation for User-Generated ItemList Continuation](Industry/AutomaticPlaylistContinuation/Consistency-Aware%20Recommendation%20for%20User-Generated%20ItemList%20Continuation.pdf) |
| 216 | +- [Efficient Similarity Based Methods For The Playlist Continuation Task](Industry/AutomaticPlaylistContinuation/Efficient%20Similarity%20Based%20Methods%20For%20The%20Playlist%20Continuation%20Task.pdf) |
| 217 | +- [Efficient K-NN for Playlist Continuation](Industry/AutomaticPlaylistContinuation/Efficient%20K-NN%20for%20Playlist%20Continuation.pdf) |
| 218 | +- [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) |
| 220 | +- [Offline Evaluation to Make Decisions About Playlist Recommendation Algorithms](Industry/AutomaticPlaylistContinuation/Offline%20Evaluation%20to%20Make%20Decisions%20About%20Playlist%20Recommendation%20Algorithms.pdf) |
| 221 | +- [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) |
| 222 | +- [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) |
| 224 | +- [Towards Seed-Free Music Playlist Generation](Industry/AutomaticPlaylistContinuation/Towards%20Seed-Free%20Music%20Playlist%20Generation.pdf) |
| 225 | +- [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) |
| 227 | +- [User Recommendation in Content Curation Platforms](Industry/AutomaticPlaylistContinuation/User%20Recommendation%20in%20Content%20Curation%20Platforms.pdf) |
205 | 228 | ## Pre-Rank
|
206 | 229 | - [[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)
|
207 | 230 | - [[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)
|
|
0 commit comments