DyGRec / Sequential-Recommender-System-Papers

This is a repo containing recent papers related to temporal (sequential) recommender system

This is a repo containing a list of sequential recommendation papers. Currently, we have not distinguished session-based recommendation and sequential recommendation. We may further separate them.

Sequential Recommender System Papers

Title	Venue	Year	Code
Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer	SIGIR	2021	Code
Sequential Recommendation for Cold-start Users with Meta Transitional Learning	SIGIR	2021	Code
Adversarial and Contrastive Variational Autoencoder for Sequential Recommendation	TheWeb	2021	Code
Contrastive Pre-training for Sequential Recommendation.	arxiv	2021	Code
Cold-start Sequential Recommendation via Meta Learner.	AAAI	2021	Code
Déjà vu: A Contextualized Temporal Attention Mechanism for Sequential Recommendation.	TheWeb	2020	Code
Adaptive Hierarchical Translation-based Sequential Recommendation.	TheWeb	2020	Code
Time Interval Aware Self-Attention for Sequential Recommendation.	WSDM	2020	CITE
Sequential Recommendation with Dual Side Neighbor-based Collaborative Relation Modeling	WSDM	2020	Code
Time Matters: Sequential Recommendation with Complex Temporal Information.	SIGIR	2020	Code
Sequential Recommendation with Self-Attentive Multi-Adversarial Network.	SIGIR	2020	Code
SSE-PT: Sequential Recommendation Via Personalized Transformer.	RecSys	2020	CITE
Maximizing Cumulative User Engagement in Sequential Recommendation: An Online Optimization Perspective.	KDD	2020	Code
Global Context Enhanced Graph Neural Networks for Session-based Recommendation.	SIGIR	2020	Code
Disentangled Self-Supervision in Sequential Recommenders.	KDD	2020	CITE
Hybrid Sequential Recommender via Time-aware Attentive Memory Network.	CIKM	2020	CITE
S3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization.	CIKM	2020	Code
Hierarchical temporal convolutional networks for dynamic recommender systems.	WWW	2019	Code
Multi-order attentive ranking model for sequential recommendation.	AAAI	2019	Code
A simple convolutional generative network for next item recommendation.	WSDM	2019	Code
Session-based recommendation with graph neural networks.	AAAI	2019	Code
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer.	CIKM	2019	Code
Dual Sequential Prediction Models Linking Sequential Recommendation and Information Dissemination.	KDD	2019	Code
Sequential recommendation with user memory networks.	WSDM	2018	Code
Personalized top-n sequential recommendation via convolutional sequence embedding.	WSDM	2018	Code
Improving Sequential Recommendation with Knowledge-Enhanced Memory Networks.	SIGIR	2018	Code
STAMP: Short-Term Attention/Memory Priority Model for Session-based Recommendation.	KDD	2018	Code
Self-Attentive Sequential Recommendation.	ICDM	2018	Code
Hierarchical temporal convolutional networks for dynamic recommender systems.	IJCAI	2018	Code
Recurrent recommender networks.	WSDM	2017	Code
Personalizing session-based recommendations with hierarchical recurrent neural networks.	RecSys	2017	Code
3D convolutional networks for session-based recommendation with content features.	RecSys	2017	Code
Neural attentive session-based recommendation.	CIKM	2017	Code
Fusing similarity models with markov chains for sparse sequential recommendation.	IEEE ICDM	2016	Code
Session-based Recommendations with Recurrent Neural Networks.	ICLR	2016	Code
Context-aware sequential recommendation.	IEEE ICDM	2016	Code
Factorizing personalized markov chains for next-basket recommendation.	WWW	2010	Code

Survey on Sequential Recommendation

Title	Venue	Year	Code
Sequence-aware recommender systems.	ACM Computing Surveys (CSUR)	2018	Code

Temporal Interaction Graph

Title	Venue	Year	Code
Temporal recommendation on graphs via long-and short-term preference fusion.	KDD	2010	Code
Continuous-time dynamic network embeddings.	The Web Conference	2018	CITE
Learning Temporal Interaction Graph Embedding via Coupled Memory Networks.	Proceedings of The Web Conference	2020	Code

Temporal Recommendation

Title	Venue	Year	Code
Exploring temporal effects for location recommendation on location-based social networks.	RecSys	2013	Code

Other Useful Resources

Sequential Rec. Code

Dataset

https://www.biendata.xyz/competition/icmechallenge2019/data/