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Sequential Recommendation

Sequential recommendation is a sophisticated approach to providing personalized suggestions by analyzing users' historical interactions in a sequential manner. Unlike traditional recommendation systems, which consider items in isolation, sequential recommendation takes into account the temporal order of user actions. This method is particularly valuable in domains where the sequence of events matters, such as streaming services, e-commerce platforms, and social media.

Papers

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Showing 526–550 of 554 papers

TitleStatusHype
KATRec: Knowledge Aware aTtentive Sequential RecommendationsCode0
Towards Open-world Cross-Domain Sequential Recommendation: A Model-Agnostic Contrastive Denoising ApproachCode0
Sequential Recommendation with Auxiliary Item Relationships via Multi-Relational TransformerCode0
Improving Sequential Recommendations via Bidirectional Temporal Data Augmentation with Pre-trainingCode0
MV-RNN: A Multi-View Recurrent Neural Network for Sequential RecommendationCode0
Neighborhood-based Hard Negative Mining for Sequential RecommendationCode0
Sequential Recommendation with Controllable Diversification: Representation Degeneration and DiversityCode0
Contrastive Enhanced Slide Filter Mixer for Sequential RecommendationCode0
Behavior-Dependent Linear Recurrent Units for Efficient Sequential RecommendationCode0
Reformulating Sequential Recommendation: Learning Dynamic User Interest with Content-enriched Language ModelingCode0
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from TransformerCode0
One Person, One Model--Learning Compound Router for Sequential RecommendationCode0
Beyond Double Ascent via Recurrent Neural Tangent Kernel in Sequential RecommendationCode0
Disentangling Past-Future Modeling in Sequential Recommendation via Dual NetworksCode0
Learning Positional Attention for Sequential RecommendationCode0
PTF-FSR: A Parameter Transmission-Free Federated Sequential Recommender SystemCode0
Reinforcement Learning-enhanced Shared-account Cross-domain Sequential RecommendationCode0
Learning Robust Sequential Recommenders through Confident Soft LabelsCode0
Sequential Recommendation with Dual Side Neighbor-based Collaborative Relation ModelingCode0
DeepRec: An Open-source Toolkit for Deep Learning based RecommendationCode0
Curriculum-scheduled Knowledge Distillation from Multiple Pre-trained Teachers for Multi-domain Sequential RecommendationCode0
Unbiased and Robust: External Attention-enhanced Graph Contrastive Learning for Cross-domain Sequential RecommendationCode0
Leave No One Behind: Online Self-Supervised Self-Distillation for Sequential RecommendationCode0
PARSRec: Explainable Personalized Attention-fused Recurrent Sequential Recommendation Using Session Partial ActionsCode0
AutoSAM: Towards Automatic Sampling of User Behaviors for Sequential Recommender SystemsCode0
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