RecSys-for-Playlist-Continuation

2018

RecSys Challenge 2018: Automatic Music Playlist Continuation

1) Neighborhood-based approaches:

• [Paper] [Code] Efficient K-NN for Playlist Continuation (RecSys'18 Challenge)
• [Paper] [Code] Effective Nearest-Neighbor Music Recommendations (RecSys'18 Challenge)
• [Paper] [Code] Automatic Music Playlist Continuation via Neighbor-based Collaborative Filtering and Discriminative ReweightingReranking (RecSys'18 Challenge)
• [Paper] [Code] Efficient Similarity Based Methods For The Playlist Continuation Task (RecSys'18 Challenge)

2) Different approaches:

• [Paper] [Code] Automatic Playlist Continuation using Subprofile-Aware Diversification (RecSys'18 Challenge)
• [Paper] [Code] Random Walk with Restart for Automatic Playlist Continuation and Query-Specific Adaptations (RecSys'18 Challenge)
• [Paper] [Code] Automatic playlist continuation using a hybrid recommender system combining features from text and audio (RecSys'18 Challenge)
• [Paper] [Code] A Line in the Sand: Recommendation or Ad-hoc Retrieval? (RecSys'18 Challenge)

3) Neural network approaches:

• [Paper] [Code] An Ensemble Approach of Recurrent Neural Networks using Pre-Trained Embeddings for Playlist Completion (RecSys'18 Challenge)
• [Paper] [Code] Towards Seed-Free Music Playlist Generation Enhancing Collaborative Filtering with Playlist Title Information (RecSys'18 Challenge)
• [Paper] [Code] TrailMix: An Ensemble Recommender System for Playlist Curation and Continuation (RecSys'18 Challenge)
• [Paper] [Code] Using Adversarial Autoencoders for Multi-Modal Automatic Playlist Continuation (RecSys'18 Challenge)

4) Top-performing approaches:

• [Paper] [Code] A hybrid two-stage recommender system for automatic playlist continuation (RecSys'18 Challenge)
• [Paper] [Code] Artist-driven layering and user's behaviour impact on recommendations in a playlist continuation scenario (RecSys'18 Challenge)
• [Paper] [Code] MMCF: Multimodal Collaborative Filtering for Automatic Playlist Continuation (RecSys'18 Challenge)
• [Paper] [Code] Two-stage Model for Automatic Playlist Continuation at Scale (RecSys'18 Challenge)

2019

Conferences

• [Paper] Offline Evaluation to Make Decisions About Playlist Recommendation Algorithms (WSDM'19)
• [Paper] [Code] Adversarial Mahalanobis Distance-based Attentive Song Recommender for Automatic Playlist Continuation (SIGIR'19)
• [Paper] [Code] Social Tags and Emotions as main Features for the Next Song To Play in Automatic Playlist Continuation (UMAP'19)

Journals

• [Paper] A Hybrid Recommender System for Improving Automatic Playlist Continuation (TKDE'19)
• [Paper] An Analysis of Approaches Taken in the ACM RecSys Challenge 2018 for Automatic Music Playlist Continuation (TIST'19)

2020

Conferences

• [Paper] [Code] Consistency-Aware Recommendation for User-Generated ItemList Continuation (WSDM'20)