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Positional encoding is not the same as context: A study on positional encoding for sequential recommendation
v1v2 (latest)

Positional encoding is not the same as context: A study on positional encoding for sequential recommendation

16 May 2024
Alejo López-Ávila
Jinhua Du
Abbas Shimary
Ze Li
ArXiv (abs)PDFHTML

Papers citing "Positional encoding is not the same as context: A study on positional encoding for sequential recommendation"

21 / 21 papers shown
Inductive Transfer Learning for Graph-Based Recommenders
Inductive Transfer Learning for Graph-Based Recommenders
Florian Grötschla
Elia Trachsel
Luca A. Lanzendörfer
Roger Wattenhofer
114
0
0
26 Oct 2025
Gated Rotary-Enhanced Linear Attention for Long-term Sequential Recommendation
Gated Rotary-Enhanced Linear Attention for Long-term Sequential Recommendation
Juntao Hu
Wei Zhou
Huayi Shen
Xiao Du
Jie Liao
Junhao Wen
Min Gao
Junhao Wen
247
1
0
16 Jun 2025
CARCA: Context and Attribute-Aware Next-Item Recommendation via
  Cross-Attention
CARCA: Context and Attribute-Aware Next-Item Recommendation via Cross-AttentionACM Conference on Recommender Systems (RecSys), 2022
Ahmed Rashed
Shereen Elsayed
Lars Schmidt-Thieme
115
82
0
04 Apr 2022
Torch.manual_seed(3407) is all you need: On the influence of random
  seeds in deep learning architectures for computer vision
Torch.manual_seed(3407) is all you need: On the influence of random seeds in deep learning architectures for computer vision
David Picard
3DVVLM
243
118
0
16 Sep 2021
RoFormer: Enhanced Transformer with Rotary Position Embedding
RoFormer: Enhanced Transformer with Rotary Position Embedding
Jianlin Su
Yu Lu
Shengfeng Pan
Ahmed Murtadha
Bo Wen
Yunfeng Liu
842
4,005
0
20 Apr 2021
A Simple and Effective Positional Encoding for Transformers
A Simple and Effective Positional Encoding for TransformersConference on Empirical Methods in Natural Language Processing (EMNLP), 2021
Pu-Chin Chen
Henry Tsai
Srinadh Bhojanapalli
Hyung Won Chung
Yin-Wen Chang
Chun-Sung Ferng
255
75
0
18 Apr 2021
S^3-Rec: Self-Supervised Learning for Sequential Recommendation with
  Mutual Information Maximization
S^3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization
Kun Zhou
Haibo Wang
Wayne Xin Zhao
Yutao Zhu
Sirui Wang
Fuzheng Zhang
Zhongyuan Wang
Ji-Rong Wen
339
1,006
0
18 Aug 2020
BERT4Rec: Sequential Recommendation with Bidirectional Encoder
  Representations from Transformer
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer
Fei Sun
Jun Liu
Jian Wu
Changhua Pei
Xiao Lin
Wenwu Ou
Peng Jiang
BDLHAI
361
2,758
0
14 Apr 2019
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context
Zihang Dai
Zhilin Yang
Yiming Yang
J. Carbonell
Quoc V. Le
Ruslan Salakhutdinov
VLM
752
4,119
0
09 Jan 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language
  Understanding
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Jacob Devlin
Ming-Wei Chang
Kenton Lee
Kristina Toutanova
VLMSSLSSeg
2.9K
108,708
0
11 Oct 2018
Personalized Top-N Sequential Recommendation via Convolutional Sequence
  Embedding
Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding
Jiaxi Tang
Ke Wang
BDL
237
2,000
0
19 Sep 2018
Self-Attentive Sequential Recommendation
Self-Attentive Sequential Recommendation
Wang-Cheng Kang
Julian McAuley
HAIBDL
668
3,177
0
20 Aug 2018
A Simple Convolutional Generative Network for Next Item Recommendation
A Simple Convolutional Generative Network for Next Item Recommendation
Fajie Yuan
Alexandros Karatzoglou
Ioannis Arapakis
J. Jose
Xiangnan He
285
613
0
15 Aug 2018
Self-Attention with Relative Position Representations
Self-Attention with Relative Position Representations
Peter Shaw
Jakob Uszkoreit
Ashish Vaswani
593
2,628
0
06 Mar 2018
Attention Is All You Need
Attention Is All You NeedNeural Information Processing Systems (NeurIPS), 2017
Ashish Vaswani
Noam M. Shazeer
Niki Parmar
Jakob Uszkoreit
Llion Jones
Aidan Gomez
Lukasz Kaiser
Illia Polosukhin
3DV
4.2K
162,388
0
12 Jun 2017
DeepFM: A Factorization-Machine based Neural Network for CTR Prediction
DeepFM: A Factorization-Machine based Neural Network for CTR Prediction
Huifeng Guo
Ruiming Tang
Yunming Ye
Zhenguo Li
Xiuqiang He
377
2,915
0
13 Mar 2017
Vista: A Visually, Socially, and Temporally-aware Model for Artistic
  Recommendation
Vista: A Visually, Socially, and Temporally-aware Model for Artistic RecommendationACM Conference on Recommender Systems (RecSys), 2016
Ruining He
Chen Fang
Zhaowen Wang
Julian McAuley
217
155
0
15 Jul 2016
Deep Residual Learning for Image Recognition
Deep Residual Learning for Image Recognition
Kaiming He
Xinming Zhang
Shaoqing Ren
Jian Sun
MedIm
3.7K
217,813
0
10 Dec 2015
Session-based Recommendations with Recurrent Neural Networks
Session-based Recommendations with Recurrent Neural Networks
Balázs Hidasi
Alexandros Karatzoglou
L. Baltrunas
D. Tikk
467
2,598
0
21 Nov 2015
VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback
VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback
Ruining He
Julian McAuley
BDL
247
1,068
0
06 Oct 2015
On the Properties of Neural Machine Translation: Encoder-Decoder
  Approaches
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches
Dong Wang
B. V. Merrienboer
Dzmitry Bahdanau
Yoshua Bengio
AI4CEAIMat
874
7,263
0
03 Sep 2014
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