Personalized Transformer for Explainable Recommendation

25 May 2021

Papers citing "Personalized Transformer for Explainable Recommendation"

44 / 44 papers shown

Title
HF4Rec: Human-Like Feedback-Driven Optimization Framework for Explainable Recommendation Jiakai Tang Jingsen Zhang Zihang Tian Xueyang Feng Lei Wang Xu Chen OffRL 162 0 0 19 Apr 2025
Personalized Generation In Large Model Era: A Survey Yiyan Xu Jinghao Zhang Alireza Salemi Xinting Hu Luu Anh Tuan Fuli Feng Hamed Zamani Xiangnan He Tat-Seng Chua 3DV 79 2 0 04 Mar 2025
G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable Recommendation Yuhan Li Xinni Zhang Linhao Luo Heng Chang Yuxiang Ren Irwin King Jiajian Li 60 3 0 18 Feb 2025
GaVaMoE: Gaussian-Variational Gated Mixture of Experts for Explainable Recommendation Fei Tang Yongliang Shen Hang Zhang Zeqi Tan Wenqi Zhang Guiyang Hou Kaitao Song Weiming Lu Yueting Zhuang 50 0 0 15 Oct 2024
MAPLE: Enhancing Review Generation with Multi-Aspect Prompt LEarning in Explainable Recommendation Ching Yang Che Chen Kun-da Wu Hao Xu Jui-Feng Yao Hung-Yu Kao VLM LRM 33 0 0 19 Aug 2024
XRec: Large Language Models for Explainable Recommendation Qiyao Ma Xubin Ren Chao Huang LRM 37 18 0 04 Jun 2024
Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization Yu-Min Tseng Yu-Chao Huang Teng-Yun Hsiao Yu-Ching Hsu Chao-Wei Huang Jia-Yin Foo Yun-Nung Chen LLMAG 262 68 0 03 Jun 2024
Stability of Explainable Recommendation Sairamvinay Vijayaraghavan Prasant Mohapatra AAML 38 1 0 03 May 2024
Robust Explainable Recommendation Sairamvinay Vijayaraghavan Prasant Mohapatra AAML 26 0 0 03 May 2024
Modeling the Quality of Dialogical Explanations Milad Alshomary Felix Lange Meisam Booshehri Meghdut Sengupta Philipp Cimiano Henning Wachsmuth 41 2 0 01 Mar 2024
PAP-REC: Personalized Automatic Prompt for Recommendation Language Model Zelong Li Jianchao Ji Yingqiang Ge Wenyue Hua Yongfeng Zhang 19 5 0 01 Feb 2024
Uncertainty-Aware Explainable Recommendation with Large Language Models Yicui Peng Hao Chen C. Lin Guo Huang Jinrong Hu Hui Guo Bin Kong Shu Hu Xi Wu Xin Wang LRM 58 8 0 31 Jan 2024
Comparing Pre-trained Human Language Models: Is it Better with Human Context as Groups, Individual Traits, or Both? Nikita Soni Niranjan Balasubramanian H. A. Schwartz Dirk Hovy 36 3 0 23 Jan 2024
Diffusion-EXR: Controllable Review Generation for Explainable Recommendation via Diffusion Models Ling Li Shaohua Li Winda Marantika Alex C. Kot Huijing Zhan 22 1 0 24 Dec 2023
The Problem of Coherence in Natural Language Explanations of Recommendations Jakub Raczynski Mateusz Lango Jerzy Stefanowski 35 6 0 18 Dec 2023
Large Human Language Models: A Need and the Challenges Nikita Soni H. A. Schwartz João Sedoc Niranjan Balasubramanian ALM AI4CE 30 11 0 09 Nov 2023
Large Language Models for Generative Recommendation: A Survey and Visionary Discussions Lei Li Yongfeng Zhang Dugang Liu L. Chen 3DV LRM 32 71 0 03 Sep 2023
Knowledge-grounded Natural Language Recommendation Explanation Anthony Colas Jun Araki Zhengyu Zhou Bingqing Wang Z. Feng 32 7 0 30 Aug 2023
LLMRec: Benchmarking Large Language Models on Recommendation Task Junling Liu Chao-Hong Liu Peilin Zhou Qichen Ye Dading Chong ... Yueqi Xie Yuwei Cao Shoujin Wang Chenyu You Philip S.Yu ALM LRM 33 32 0 23 Aug 2023
When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities Jin Chen Zheng Liu Xunpeng Huang Chenwang Wu Qi Liu ... Yuxuan Lei Xiaolong Chen Xingmei Wang Defu Lian Enhong Chen ALM 35 110 0 31 Jul 2023
Comparing Apples to Apples: Generating Aspect-Aware Comparative Sentences from User Reviews J. Echterhoff An Yan Julian McAuley 29 0 0 05 Jul 2023
Counterfactual Collaborative Reasoning Jianchao Ji Zelong Li Shuyuan Xu Max Xiong Juntao Tan Yingqiang Ge Hao Wang Yongfeng Zhang CML LRM 34 11 0 30 Jun 2023
VIP5: Towards Multimodal Foundation Models for Recommendation Shijie Geng Juntao Tan Shuchang Liu Zuohui Fu Yongfeng Zhang 32 70 0 23 May 2023
Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System Yunfan Gao Tao Sheng Youlin Xiang Yun Xiong Haofen Wang Jiawei Zhang RALM KELM 132 265 0 25 Mar 2023
COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation Nan Wang Qifan Wang Yi-Chia Wang Maziar Sanjabi Jingzhou Liu Hamed Firooz Hongning Wang Shaoliang Nie 28 6 0 14 Oct 2022
UCEpic: Unifying Aspect Planning and Lexical Constraints for Generating Explanations in Recommendation Jiacheng Li Zhankui He Jingbo Shang Julian McAuley 29 11 0 28 Sep 2022
A Comprehensive Survey on Trustworthy Recommender Systems Wenqi Fan Xiangyu Zhao Xiao Chen Jingran Su Jingtong Gao ... Qidong Liu Yiqi Wang Hanfeng Xu Lei Chen Qing Li FaML 43 46 0 21 Sep 2022
On Faithfulness and Coherence of Language Explanations for Recommendation Systems Zhouhang Xie Julian McAuley Bodhisattwa Prasad Majumder LRM 27 1 0 12 Sep 2022
Factual and Informative Review Generation for Explainable Recommendation Zhouhang Xie Sameer Singh Julian McAuley Bodhisattwa Prasad Majumder 47 26 0 12 Sep 2022
"Mama Always Had a Way of Explaining Things So I Could Understand'': A Dialogue Corpus for Learning to Construct Explanations Henning Wachsmuth Milad Alshomary 24 12 0 06 Sep 2022
Learn Basic Skills and Reuse: Modularized Adaptive Neural Architecture Search (MANAS) H. Chen Yunqi Li He Zhu Yongfeng Zhang 39 5 0 23 Aug 2022
Towards Generating Robust, Fair, and Emotion-Aware Explanations for Recommender Systems Bingbing Wen Yunhe Feng Yongfeng Zhang Chirag Shah 19 1 0 17 Aug 2022
Bundle MCR: Towards Conversational Bundle Recommendation Zhankui He Handong Zhao Tong Yu Sungchul Kim F. Du Julian McAuley 32 22 0 26 Jul 2022
Personalized Showcases: Generating Multi-Modal Explanations for Recommendations An Yan Zhankui He Jiacheng Li Tianyang Zhang Julian McAuley 33 35 0 30 Jun 2022
Fairness in Recommendation: Foundations, Methods and Applications Yunqi Li H. Chen Shuyuan Xu Yingqiang Ge Juntao Tan Shuchang Liu Yongfeng Zhang FaML OffRL 108 41 0 26 May 2022
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 23 448 0 24 Mar 2022
Learning and Evaluating Graph Neural Network Explanations based on Counterfactual and Factual Reasoning Juntao Tan Shijie Geng Zuohui Fu Yingqiang Ge Shuyuan Xu Yunqi Li Yongfeng Zhang 38 108 0 17 Feb 2022
Personalized Prompt Learning for Explainable Recommendation Lei Li Yongfeng Zhang Li Chen LRM 21 164 0 15 Feb 2022
Measuring "Why" in Recommender Systems: a Comprehensive Survey on the Evaluation of Explainable Recommendation Xu Chen Yongfeng Zhang Jingxuan Wen XAI ELM OffRL 21 34 0 14 Feb 2022
From Intrinsic to Counterfactual: On the Explainability of Contextualized Recommender Systems Yao Zhou Haonan Wang Jingrui He Haixun Wang 32 15 0 28 Oct 2021
Problem Learning: Towards the Free Will of Machines Yongfeng Zhang FaML 21 2 0 01 Sep 2021
Counterfactual Explainable Recommendation Juntao Tan Shuyuan Xu Yingqiang Ge Yunqi Li Xu Chen Yongfeng Zhang CML 27 141 0 24 Aug 2021
Attention-like feature explanation for tabular data A. Konstantinov Lev V. Utkin FAtt 24 5 0 10 Aug 2021
Local Interpretations for Explainable Natural Language Processing: A Survey Siwen Luo Hamish Ivison S. Han Josiah Poon MILM 33 48 0 20 Mar 2021