SC-Rec: Enhancing Generative Retrieval with Self-Consistent Reranking
for Sequential Recommendation

v1v2 (latest)

SC-Rec: Enhancing Generative Retrieval with Self-Consistent Reranking for Sequential Recommendation

16 August 2024

Jinyoung Yeo

ArXiv (abs)PDF HTML

Papers citing "SC-Rec: Enhancing Generative Retrieval with Self-Consistent Reranking for Sequential Recommendation"

15 / 15 papers shown

Title
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Ji-Rong Wen 180 18 0 17 Jan 2025
CoLLM: Integrating Collaborative Embeddings into Large Language Models for Recommendation Yang Zhang Fuli Feng Jizhi Zhang Keqin Bao Qifan Wang Xiangnan He 70 87 0 30 Oct 2023
Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5) Shijie Geng Shuchang Liu Zuohui Fu Yingqiang Ge Yongfeng Zhang VLM AI4TS 137 487 0 24 Mar 2022
Autoregressive Image Generation using Residual Quantization Doyup Lee Chiheon Kim Saehoon Kim Minsu Cho Wook-Shin Han VGen 282 378 0 03 Mar 2022
Consensus Learning from Heterogeneous Objectives for One-Class Collaborative Filtering SeongKu Kang Dongha Lee Wonbin Kweon Junyoung Hwang Hwanjo Yu 54 12 0 26 Feb 2022
Sentence-T5: Scalable Sentence Encoders from Pre-trained Text-to-Text Models Jianmo Ni Gustavo Hernández Ábrego Noah Constant Ji Ma Keith B. Hall Daniel Cer Yinfei Yang 233 565 0 19 Aug 2021
Autoregressive Entity Retrieval Nicola De Cao Gautier Izacard Sebastian Riedel Fabio Petroni 196 451 0 02 Oct 2020
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 152 821 0 18 Aug 2020
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation Xiangnan He Kuan Deng Xiang Wang Yan Li Yongdong Zhang Meng Wang GNN 200 3,693 0 06 Feb 2020
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 506 20,376 0 23 Oct 2019
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer Fei Sun Jun Liu Jian Wu Changhua Pei Xiao Lin Wenwu Ou Peng Jiang BDL HAI 193 2,186 0 14 Apr 2019
Self-Attentive Sequential Recommendation Wang-Cheng Kang Julian McAuley HAI BDL 190 2,452 0 20 Aug 2018
Neural Discrete Representation Learning Aaron van den Oord Oriol Vinyals Koray Kavukcuoglu BDL SSL OCL 253 5,082 0 02 Nov 2017
Recurrent Neural Networks with Top-k Gains for Session-based Recommendations Balázs Hidasi Alexandros Karatzoglou 73 833 0 12 Jun 2017
Neural Machine Translation of Rare Words with Subword Units Rico Sennrich Barry Haddow Alexandra Birch 239 7,765 0 31 Aug 2015