| Effectively Using Long and Short Sessions for Multi-Session-based Recommendations | May 9, 2022 | Session-Based Recommendations | —Unverified | 0 | 0 |
| Future Data Helps Training: Modeling Future Contexts for Session-based Recommendation | Jun 11, 2019 | Data AugmentationDecoder | —Unverified | 0 | 0 |
| Multi-behavior Graph Contextual Aware Network for Session-based Recommendation | Sep 24, 2021 | Session-Based Recommendations | —Unverified | 0 | 0 |
| An Adjustable Heat Conduction based KNN Approach for Session-based Recommendation | Jul 16, 2018 | Recommendation SystemsSession-Based Recommendations | —Unverified | 0 | 0 |
| Dual-Granularity Contrastive Learning for Session-based Recommendation | Apr 18, 2023 | Contrastive LearningData Augmentation | —Unverified | 0 | 0 |
| Neighborhood-Enhanced and Time-Aware Model for Session-based Recommendation | Sep 25, 2019 | Recommendation SystemsSession-Based Recommendations | —Unverified | 0 | 0 |
| Transition Relation Aware Self-Attention for Session-based Recommendation | Mar 12, 2022 | RelationSession-Based Recommendations | —Unverified | 0 | 0 |
| SR-GCL: Session-Based Recommendation with Global Context Enhanced Augmentation in Contrastive Learning | Sep 22, 2022 | Contrastive LearningData Augmentation | —Unverified | 0 | 0 |
| Two-Stage Session-based Recommendations with Candidate Rank Embeddings | Aug 22, 2019 | Collaborative FilteringRecommendation Systems | —Unverified | 0 | 0 |
| UBER-GNN: A User-Based Embeddings Recommendation based on Graph Neural Networks | Aug 6, 2020 | Graph Neural NetworkSession-Based Recommendations | —Unverified | 0 | 0 |
| Star Graph Neural Networks for Session-based Recommendation | Oct 19, 2020 | Graph Neural NetworkSession-Based Recommendations | —Unverified | 0 | 0 |
| A Graph-based Method for Session-based Recommendations | Jun 22, 2021 | ManagementSession-Based Recommendations | —Unverified | 0 | 0 |
| Optimizing Encoder-Only Transformers for Session-Based Recommendation Systems | Oct 15, 2024 | Data AugmentationRecommendation Systems | —Unverified | 0 | 0 |
| A GNN Model with Adaptive Weights for Session-Based Recommendation Systems | Aug 9, 2024 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 | 0 |
| Performance Comparison of Session-based Recommendation Algorithms based on GNNs | Dec 27, 2023 | Recommendation SystemsSession-Based Recommendations | —Unverified | 0 | 0 |
| TempGNN: Temporal Graph Neural Networks for Dynamic Session-Based Recommendations | Oct 20, 2023 | Session-Based Recommendations | —Unverified | 0 | 0 |
| Temporal aware Multi-Interest Graph Neural Network For Session-based Recommendation | Dec 31, 2021 | Graph Neural NetworkRelation | —Unverified | 0 | 0 |
| Distilling Transitional Pattern to Large Language Models for Multimodal Session-based Recommendation | Apr 13, 2025 | Mutual Information EstimationSession-Based Recommendations | —Unverified | 0 | 0 |
| Discreetly Exploiting Inter-session Information for Session-based Recommendation | Apr 18, 2023 | Session-Based Recommendations | —Unverified | 0 | 0 |
| Prospective Preference Enhanced Mixed Attentive Model for Session-based Recommendation | Jun 4, 2022 | PositionSession-Based Recommendations | —Unverified | 0 | 0 |
| Time-aware Hyperbolic Graph Attention Network for Session-based Recommendation | Jan 10, 2023 | Graph AttentionGraph Neural Network | —Unverified | 0 | 0 |
| Purchase as Reward : Session-based Recommendation by Imagination Reconstruction | May 1, 2019 | Recommendation SystemsSession-Based Recommendations | —Unverified | 0 | 0 |
| Re2LLM: Reflective Reinforcement Large Language Model for Session-based Recommendation | Mar 25, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |
| Recommender Systems: A Primer | Feb 6, 2023 | Recommendation SystemsRetrieval | —Unverified | 0 | 0 |
| Recurrent Latent Variable Networks for Session-Based Recommendation | Jun 13, 2017 | Session-Based RecommendationsVariational Inference | —Unverified | 0 | 0 |
| Recurrent Neural Networks for Long and Short-Term Sequential Recommendation | Jul 23, 2018 | Dimensionality ReductionRecommendation Systems | —Unverified | 0 | 0 |
| DAGNN: Demand-aware Graph Neural Networks for Session-based Recommendation | May 30, 2021 | Graph Neural NetworkSession-Based Recommendations | —Unverified | 0 | 0 |
| Using user's local context to support local news | May 24, 2022 | ArticlesRecommendation Systems | —Unverified | 0 | 0 |
| Modeling Complex Dependencies for Session-based Recommendations via Graph Neural Networks | Jan 29, 2022 | Graph Neural NetworkRepresentation Learning | —Unverified | 0 | 0 |
| When Recurrent Neural Networks meet the Neighborhood for Session-Based Recommendation | Aug 1, 2017 | Recommendation SystemsSession-Based Recommendations | —Unverified | 0 | 0 |
| Rethinking Item Importance in Session-based Recommendation | May 9, 2020 | Session-Based Recommendations | —Unverified | 0 | 0 |
| Transformers with multi-modal features and post-fusion context for e-commerce session-based recommendation | Jul 11, 2021 | Product RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| Contrastive Multi-Level Graph Neural Networks for Session-based Recommendation | Nov 6, 2023 | Contrastive LearningRelation | —Unverified | 0 | 0 |
| Context-aware short-term interest first model for session-based recommendation | Mar 29, 2021 | Graph Neural NetworkSession-Based Recommendations | —Unverified | 0 | 0 |
| Choosing the Best of Both Worlds: Diverse and Novel Recommendations through Multi-Objective Reinforcement Learning | Oct 28, 2021 | DiversityMulti-Objective Reinforcement Learning | —Unverified | 0 | 0 |
| Causality and Correlation Graph Modeling for Effective and Explainable Session-based Recommendation | Jan 26, 2022 | Graph Neural NetworkSession-Based Recommendations | —Unverified | 0 | 0 |
| Sequential/Session-based Recommendations: Challenges, Approaches, Applications and Opportunities | May 22, 2022 | Recommendation SystemsSession-Based Recommendations | —Unverified | 0 | 0 |
| Batch-Constrained Distributional Reinforcement Learning for Session-based Recommendation | Dec 16, 2020 | Deep Reinforcement LearningDistributional Reinforcement Learning | —Unverified | 0 | 0 |
| Balancing Multi-level Interactions for Session-based Recommendation | Oct 29, 2019 | Recommendation SystemsSession-Based Recommendations | —Unverified | 0 | 0 |
| Session-based k-NNs with Semantic Suggestions for Next-item Prediction | Dec 16, 2020 | Change DetectionSession-Based Recommendations | —Unverified | 0 | 0 |
| G^3SR: Global Graph Guided Session-based Recommendation | Mar 12, 2022 | Session-Based Recommendations | —Unverified | 0 | 0 |
| GRAINRec: Graph and Attention Integrated Approach for Real-Time Session-Based Item Recommendations | Nov 14, 2024 | Session-Based Recommendations | —Unverified | 0 | 0 |
| Graph and Sequential Neural Networks in Session-based Recommendation: A Survey | Aug 27, 2024 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 | 0 |
| Exploring Popularity Bias in Session-based Recommendation | Dec 13, 2023 | Recommendation SystemsSession-Based Recommendations | —Unverified | 0 | 0 |
| Graph Spring Network and Informative Anchor Selection for Session-based Recommendation | Feb 19, 2022 | Graph Neural NetworkSession-Based Recommendations | —Unverified | 0 | 0 |
| Guided Diffusion-based Counterfactual Augmentation for Robust Session-based Recommendation | Oct 29, 2024 | counterfactualData Augmentation | —Unverified | 0 | 0 |
| HCGR: Hyperbolic Contrastive Graph Representation Learning for Session-based Recommendation | Jul 6, 2021 | Contrastive LearningGraph Representation Learning | —Unverified | 0 | 0 |
| Exploring Global Information for Session-based Recommendation | Nov 20, 2020 | Session-Based Recommendations | —Unverified | 0 | 0 |
| Heterogeneous Graph Neural Network for Personalized Session-Based Recommendation with User-Session Constraints | May 23, 2022 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 | 0 |
| Session-Based Recommendation by Exploiting Substitutable and Complementary Relationships from Multi-behavior Data | Dec 13, 2023 | DenoisingSession-Based Recommendations | —Unverified | 0 | 0 |