Turning Dross Into Gold Loss: is BERT4Rec really better than SASRec?

Turning Dross Into Gold Loss: is BERT4Rec really better than SASRec?

14 September 2023

Anton Klenitskiy

Alexey Vasilev

Papers citing "Turning Dross Into Gold Loss: is BERT4Rec really better than SASRec?"

15 / 15 papers shown

Title
Efficient Recommendation with Millions of Items by Dynamic Pruning of Sub-Item Embeddings Aleksandr V. Petrov Craig MacDonald Nicola Tonellotto 41 0 0 01 May 2025
Revisiting Self-Attentive Sequential Recommendation Zan Huang BDL 57 0 0 13 Apr 2025
$FuXi-$\alpha$: Scaling Recommendation Model with Feature Interaction Enhanced Transformer$ FuXi- $\alpha$ : Scaling Recommendation Model with Feature Interaction Enhanced Transformer Yufei Ye Wei Guo Jin Yao Chin Hao Wang Hong Zhu ... Yuyang Ye Yixiao Liu Ruiming Tang Defu Lian Enhong Chen 111 2 0 05 Feb 2025
Preference Diffusion for Recommendation Shuo Liu An Zhang Guoqing Hu Hong Qian Tat-Seng Chua 63 1 0 17 Oct 2024
Scalable Cross-Entropy Loss for Sequential Recommendations with Large Item Catalogs Gleb Mezentsev Danil I. Gusak Ivan Oseledets Evgeny Frolov 41 2 0 27 Sep 2024
Autoregressive Generation Strategies for Top-K Sequential Recommendations Anna Volodkevich Danil Gusak Anton Klenitskiy Alexey Vasilev 31 0 0 26 Sep 2024
RePlay: a Recommendation Framework for Experimentation and Production Use Alexey Vasilev Anna Volodkevich Denis Kulandin Tatiana Bysheva Anton Klenitskiy 36 0 0 11 Sep 2024
Does It Look Sequential? An Analysis of Datasets for Evaluation of Sequential Recommendations Anton Klenitskiy Anna Volodkevich Anton Pembek Alexey Vasilev 28 7 0 21 Aug 2024
RECE: Reduced Cross-Entropy Loss for Large-Catalogue Sequential Recommenders Danil I. Gusak Gleb Mezentsev Ivan Oseledets Evgeny Frolov 57 3 0 05 Aug 2024
Calibration-Disentangled Learning and Relevance-Prioritized Reranking for Calibrated Sequential Recommendation Hyunsik Jeon Se-eun Yoon Julian McAuley 50 1 0 04 Aug 2024
Exploiting Preferences in Loss Functions for Sequential Recommendation via Weak Transitivity H. Chung Jungtaek Kim Hyungeun Jo Hyungwon Choi 55 0 0 01 Aug 2024
SimCE: Simplifying Cross-Entropy Loss for Collaborative Filtering Xiaodong Yang Huiyuan Chen Yuchen Yan Yuxin Tang Yuying Zhao Eric Xu Yiwei Cai Hanghang Tong 28 3 0 23 Jun 2024
End-to-End Graph-Sequential Representation Learning for Accurate Recommendations Vladimir Baikalov Evgeny Frolov 31 2 0 01 Mar 2024
Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations Jiaqi Zhai Lucy Liao Xing Liu Yueming Wang Rui Li ... Zhaojie Gong Fangda Gu Michael He Yin-Hua Lu Yu Shi OffRL 37 51 0 27 Feb 2024
To Copy, or not to Copy; That is a Critical Issue of the Output Softmax Layer in Neural Sequential Recommenders Haw-Shiuan Chang Nikhil Agarwal Andrew McCallum 33 4 0 21 Oct 2023