Sequential Recommendation via Stochastic Self-Attention

16 January 2022

Hao Peng

Philip S. Yu

AI4TS

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Papers citing "Sequential Recommendation via Stochastic Self-Attention"

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Title
Sparse Meets Dense: Unified Generative Recommendations with Cascaded Sparse-Dense Representations Yuqing Yang Zhi Ji Z. Li Yongqian Li Zhonglin Mo ... Kai Chen Zijian Zhang Jie Li Shuanglong Li L. Liu 72 2 0 04 Mar 2025
Unleashing the Potential of Two-Tower Models: Diffusion-Based Cross-Interaction for Large-Scale Matching Yihan Wang Fei Xiong Zhexin Han Qi Song Kaiqiao Zhan Ben Wang 35 0 0 28 Feb 2025
Generative Diffusion Models for Sequential Recommendations Sharare Zolghadr Ole Winther Paul Jeha DiffM 30 0 0 25 Oct 2024
Exploiting Preferences in Loss Functions for Sequential Recommendation via Weak Transitivity H. Chung Jungtaek Kim Hyungeun Jo Hyungwon Choi 39 0 0 01 Aug 2024
RDRec: Rationale Distillation for LLM-based Recommendation Xinfeng Wang Jin Cui Yoshimi Suzuki Fumiyo Fukumoto LRM 36 11 0 17 May 2024
CrimeAlarm: Towards Intensive Intent Dynamics in Fine-grained Crime Prediction Kaixi Hu Lin Li Qing Xie Xiaohui Tao Guandong Xu AI4TS 19 1 0 10 Apr 2024
Personalized Behavior-Aware Transformer for Multi-Behavior Sequential Recommendation Jiajie Su Chaochao Chen Zibin Lin Xi Li Weiming Liu Xiaolin Zheng 38 23 0 22 Feb 2024
End-to-end Learnable Clustering for Intent Learning in Recommendation Yue Liu Shihao Zhu Jun-Xiong Xia Yingwei Ma Jian Ma Wenliang Zhong Xinwang Liu Guannan Zhang Kejun Zhang 36 9 0 11 Jan 2024
Data Scarcity in Recommendation Systems: A Survey Zefeng Chen Wensheng Gan Jiayang Wu Kaixia Hu Hong Lin 22 21 0 08 Dec 2023
Stochastic Vision Transformers with Wasserstein Distance-Aware Attention Franciskus Xaverius Erick Mina Rezaei Johanna P. Müller Bernhard Kainz 20 0 0 30 Nov 2023
GraphPro: Graph Pre-training and Prompt Learning for Recommendation Yuhao Yang Lianghao Xia Da Luo Kangyi Lin Chao Huang AI4CE 42 15 0 28 Nov 2023
Graph-enhanced Optimizers for Structure-aware Recommendation Embedding Evolution Cong Xu Jun Wang Jianyong Wang Wei Zhang GNN 29 1 0 24 Sep 2023
Capturing Popularity Trends: A Simplistic Non-Personalized Approach for Enhanced Item Recommendation Jiazheng Jing Yinan Zhang Xin Zhou Zhiqi Shen AI4TS 35 6 0 17 Aug 2023
G-STO: Sequential Main Shopping Intention Detection via Graph-Regularized Stochastic Transformer Yuchen Zhuang Xin Shen Yan Zhao Chaosheng Dong Ming Wang Jin Li Chao Zhang AI4TS 34 3 0 25 Jun 2023
Addressing the Rank Degeneration in Sequential Recommendation via Singular Spectrum Smoothing Ziwei Fan Zhiwei Liu Hao Peng Philip S. Yu 37 1 0 21 Jun 2023
Graph Masked Autoencoder for Sequential Recommendation Yaowen Ye Lianghao Xia Chao Huang 25 38 0 08 May 2023
Sequential Recommendation with Probabilistic Logical Reasoning Huanhuan Yuan Pengpeng Zhao Xuefeng Xian Guanfeng Liu Victor S. Sheng Lei Zhao NAI 20 5 0 22 Apr 2023
MELT: Mutual Enhancement of Long-Tailed User and Item for Sequential Recommendation Kibum Kim Dongmin Hyun Sukwon Yun Chanyoung Park 23 22 0 17 Apr 2023
Deep Stable Multi-Interest Learning for Out-of-distribution Sequential Recommendation Qiang Liu Zhaocheng Liu Zhen Zhu Shu Wu Liang Wang OOD OODD 40 3 0 12 Apr 2023
INCREASE: Inductive Graph Representation Learning for Spatio-Temporal Kriging Chuanpan Zheng Xiaoliang Fan Cheng-i Wang Jianzhong Qi Chaochao Chen Longbiao Chen AI4TS 13 19 0 06 Feb 2023
Mutual Wasserstein Discrepancy Minimization for Sequential Recommendation Ziwei Fan Zhiwei Liu Hao Peng Philip S Yu 29 15 0 28 Jan 2023
Episodes Discovery Recommendation with Multi-Source Augmentations Ziwei Fan Alice Wang Zahra Nazari AI4TS 28 2 0 04 Jan 2023
Sequential Recommendation with Auxiliary Item Relationships via Multi-Relational Transformer Ziwei Fan Zhiwei Liu Chen Wang Peijie Huang Hao Peng Philip S. Yu 17 7 0 24 Oct 2022
ContrastVAE: Contrastive Variational AutoEncoder for Sequential Recommendation Yu Wang Hengrui Zhang Zhiwei Liu Liangwei Yang Philip S. Yu DRL 31 48 0 27 Aug 2022
Exploiting Session Information in BERT-based Session-aware Sequential Recommendation Jinseok Seol Youngrok Ko Sang-goo Lee 19 20 0 22 Apr 2022
ELECRec: Training Sequential Recommenders as Discriminators Yong-Guang Chen Jia Li Caiming Xiong 18 15 0 05 Apr 2022
Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer Zhiwei Liu Ziwei Fan Yu Wang Philip S. Yu 111 145 0 02 May 2021
Probabilistic Metric Learning with Adaptive Margin for Top-K Recommendation Chen-li Ma Liheng Ma Yingxue Zhang Ruiming Tang Xue Liu Mark J. Coates 53 49 0 13 Jan 2021