# Survey related papers > https://blog.csdn.net/qq_35240640/article/details/104662710 Keywoard: sequential recpmmendation, session-based, next item, next basket ## CIKM 2019 - **Rethinking the Item Order** in Session-based Recommendation with Graph Neural Networks > https://dl.acm.org/doi/pdf/10.1145/3357384.3358010 ## AAAI 2020 - Where to Go Next: Modeling Long- and Short-Term User Preferences for Point-of-Interest Recommendation - Enhancing Personalized Trip Recommendation with Attractive Routes - An Attentional Recurrent Neural Network for Personalized Next Location Recommendation - [x] Memory Augmented Graph Neural Networks for Sequential Recommendation - [x] Sequential Recommendation with Relation-Aware Kernelized Self-Attention ## IJCAI 2020 - Collaborative Self-Attention Network for Session-based Recommendation - ==Memory Augmented Neural Model for Incremental Session-based Recommendation== > https://arxiv.org/pdf/2005.01573.pdf - Seq2seq Translation Model for Sequential Recommendation > https://arxiv.org/pdf/1912.07274.pdf - ~~Intention2Basket: A Neural Intention-driven Approach for Dynamic Next-basket Planning~~ ## ICML 2020 - Graph Convolutional Network for Recommendation with Low-pass Collaborative Filters > https://arxiv.org/pdf/2006.15516.pdf ## WWW 2020 > https://blog.csdn.net/abcdefg90876/article/details/105671989 - Adaptive Hierarchical Translation-based Sequential Recommendation > http://people.tamu.edu/~zhan13679/Paper/Adaptive-Hierarchical-Translation-Sequential.pdf - Keywords Generation Improves E-Commerce Session-based Recommendation - ==Attentive Sequential Model of Latent Intent for Next Item Recommendation== > https://static1.squarespace.com/static/5e239f34ffaab9146caed4c5/t/5e9c990456774a007c06000a/1587321094990/2020_www_mehrab.pdf - ==A Contextualized Temporal Attention Mechanism for Sequential Recommendation== > https://arxiv.org/pdf/2002.00741.pdf - ==Future Data Helps Training: Modeling Future Contexts for Session-based Recommendation== > https://arxiv.org/pdf/1906.04473.pdf ## SIGIR 2020 > https://sigir.org/sigir2020/accepted-papers/ - ==TAGNN: Target Attentive Graph Neural Networks for Session-based Recommendation== > https://arxiv.org/pdf/2005.02844v1.pdf - ==Incorporating User Micro-behaviors and Item Knowledge into Multi-task Learning for Session-based Recommendation== > https://arxiv.org/pdf/2006.06922.pdf - Global Context Enhanced Graph Nerual Networks for Session-based Recommendation - GAG: Global Attributed Graph Neural Network for Streaming Session-based Recommendation > https://www.dropbox.com/s/788pz0gmxotnv8d/SIGIR_2020_camera_ready_Ruihong.pdf?dl=0 - Session-based Recommendation with Hierarchical Leaping Networks - **Predicting Session Length** for Product Search on E-commerce Platform - **Rethinking Item Importance** in Session-based Recommendation > https://arxiv.org/pdf/2005.04456.pdf - Next-item Recommendation with Sequential Hypergraphs - Modeling Personalized Item Frequency Information for Next-basket Recommendation > https://arxiv.org/pdf/2006.00556.pdf ## KDD 2020 > https://www.kdd.org/kdd2020/accepted-papers ### Session - Context-to-Session Matching: Utilizing Whole Session for Response Selection in Information-Seeking Dialogue Systems - Handling Information Loss of Graph Neural Networks for Session-based Recommendation ### Cold start - MAMO: Memory-Augmented Meta-Optimization for Cold-start Recommendation - Meta-learning on Heterogeneous Information Networks for Cold-start Recommendation > https://yuanfulu.github.io/publication/KDD-MetaHIN.pdf ### Others - Temporal-Contextual Recommendation in Real-Time - SimClusters: Community-Based Representations for Heterogeneous Recommendations at Twitter - Privileged Features Distillation at Taobao Recommendations - PinnerSage: Multi-Modal User Embedding Framework for Recommendations at Pinterest --- **Arxiv** - NEIGHBORHOOD-ENHANCED AND TIME-AWARE MODEL FOR SESSION BASED RECOMMENDATION > https://arxiv.org/pdf/1909.11252v2.pdf - Matrix embedding method in match for session-based recommendation > https://arxiv.org/pdf/1908.10180v1.pdf - Session-based Sequential Skip Prediction via Recurrent Neural Networks > https://arxiv.org/pdf/1902.04743v1.pdf - Modeling Long-Term and Short-Term Interests with Parallel Attentions for Session-based Recommendation > https://arxiv.org/pdf/2006.15346v1.pdf --- # Sequential recommendation ## CIKM 2018, 2019 - Recommendation Through Mixtures of Heterogeneous Item Relationships - BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer > https://dl.acm.org/doi/pdf/10.1145/3357384.3357895 ## KDD 2019, 2020 - Hierarchical gating networks for sequential recommendation - An Efficient Neighborhood-based Interaction Model for Recommendation on Heterogeneous Graph ==Amazon== > https://www.amazon.science/publications/an-efficient-neighborhood-based-interaction-model-for-recommendation-on-heterogeneous-graph