A Systematic Review and Replicability Study of BERT4Rec for Sequential Recommendation

15 July 2022

Papers citing "A Systematic Review and Replicability Study of BERT4Rec for Sequential Recommendation"

17 / 17 papers shown

Title
Efficient Recommendation with Millions of Items by Dynamic Pruning of Sub-Item Embeddings Aleksandr V. Petrov Craig MacDonald Nicola Tonellotto 29 0 0 01 May 2025
Scaling Sequential Recommendation Models with Transformers Pablo Zivic Hernán Ceferino Vázquez Jorge Sanchez OffRL LRM 69 1 0 10 Dec 2024
Evaluating Performance and Bias of Negative Sampling in Large-Scale Sequential Recommendation Models Arushi Prakash Dimitrios Bermperidis Srivas Chennu 19 0 0 08 Oct 2024
Autoregressive Generation Strategies for Top-K Sequential Recommendations Anna Volodkevich Danil Gusak Anton Klenitskiy Alexey Vasilev 16 0 0 26 Sep 2024
Modeling and Analyzing the Influence of Non-Item Pages on Sequential Next-Item Prediction Elisabeth Fischer Albin Zehe Andreas Hotho Daniel Schlor HAI 16 0 0 28 Aug 2024
Does It Look Sequential? An Analysis of Datasets for Evaluation of Sequential Recommendations Anton Klenitskiy Anna Volodkevich Anton Pembek Alexey Vasilev 20 6 0 21 Aug 2024
ImplicitSLIM and How it Improves Embedding-based Collaborative Filtering Ilya Shenbin Sergey I. Nikolenko 20 0 0 31 May 2024
Aligning GPTRec with Beyond-Accuracy Goals with Reinforcement Learning Aleksandr V. Petrov Craig MacDonald 23 1 0 07 Mar 2024
Proxy-based Item Representation for Attribute and Context-aware Recommendation Jinseok Seol Minseok Gang Sang-goo Lee Jaehui Park 13 4 0 11 Dec 2023
Turning Dross Into Gold Loss: is BERT4Rec really better than SASRec? Anton Klenitskiy Alexey Vasilev 11 31 0 14 Sep 2023
gSASRec: Reducing Overconfidence in Sequential Recommendation Trained with Negative Sampling Aleksandr V. Petrov Craig Macdonald 12 33 0 14 Aug 2023
Multi-task Item-attribute Graph Pre-training for Strict Cold-start Item Recommendation Yuwei Cao Liangwei Yang Chen Wang Zhiwei Liu Hao Peng Chenyu You Philip S. Yu 18 21 0 26 Jun 2023
Scene-centric vs. Object-centric Image-Text Cross-modal Retrieval: A Reproducibility Study Mariya Hendriksen Svitlana Vakulenko E. Kuiper Maarten de Rijke 21 5 0 12 Jan 2023
Improving Sequential Recommendation Models with an Enhanced Loss Function Fan Li Shenbao Yu Feng Zeng Fang Yang 16 1 0 03 Jan 2023
Effective and Efficient Training for Sequential Recommendation using Recency Sampling Aleksandr V. Petrov Craig Macdonald 11 28 0 06 Jul 2022
Position-enhanced and Time-aware Graph Convolutional Network for Sequential Recommendations Liwei Huang Yutao Ma Yanbo Liu Bohong Du Shuliang Wang Deyi Li GNN 8 52 0 12 Jul 2021
Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer Zhiwei Liu Ziwei Fan Yu Wang Philip S. Yu 109 143 0 02 May 2021