Explainable Recommendation: A Survey and New Perspectives

30 April 2018

Papers citing "Explainable Recommendation: A Survey and New Perspectives"

50 / 207 papers shown

Title
Display Content, Display Methods and Evaluation Methods of the HCI in Explainable Recommender Systems: A Survey Weiqing Li Yue Xu Yuefeng Li Yinghui Huang 6 0 0 14 May 2025
Towards Explainable Temporal User Profiling with LLMs Milad Sabouri M. Mansoury Kun-hsien Lin B. Mobasher 24 0 0 01 May 2025
Disjunctive and Conjunctive Normal Form Explanations of Clusters Using Auxiliary Information Robert F. Downey S. S. Ravi 21 0 0 29 Apr 2025
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms Chengkai Huang Hongtao Huang Tong Yu Kaige Xie Junda Wu Shuai Zhang Julian McAuley Dietmar Jannach Lina Yao LRM AI4CE 24 0 0 23 Apr 2025
HF4Rec: Human-Like Feedback-Driven Optimization Framework for Explainable Recommendation Jiakai Tang Jingsen Zhang Zihang Tian Xueyang Feng Lei Wang Xu Chen OffRL 118 0 0 19 Apr 2025
Toward Holistic Evaluation of Recommender Systems Powered by Generative Models Yashar Deldjoo Nikhil Mehta M. Sathiamoorthy Shuai Zhang Pablo Castells Julian McAuley EGVM ELM 64 1 0 09 Apr 2025
Counterfactual Language Reasoning for Explainable Recommendation Systems G. Li Haolin Yang Xinyu Liu Zhen Wu Xinyu Dai LRM CML 37 0 0 11 Mar 2025
Towards Explainable Doctor Recommendation with Large Language Models Ziyang Zeng Dongyuan Li Yuqing Yang LM&MA AI4TS 63 0 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 J. Li 52 3 0 18 Feb 2025
Designing Visual Explanations and Learner Controls to Engage Adolescents in AI-Supported Exercise Selection Jeroen Ooge Arno Vanneste Maxwell Szymanski K. Verbert 88 0 0 20 Dec 2024
Explainable CTR Prediction via LLM Reasoning Xiaohan Yu Li Zhang C. L. Philip Chen OffRL LRM 64 0 0 03 Dec 2024
Recommender Systems for Good (RS4Good): Survey of Use Cases and a Call to Action for Research that Matters Dietmar Jannach Alan Said Marko Tkalčič Markus Zanker 59 0 0 25 Nov 2024
Path-based summary explanations for graph recommenders -- extended version Danae Pla Karidi E. Pitoura 25 0 0 29 Oct 2024
Assistive AI for Augmenting Human Decision-making Natabara Máté Gyöngyössy Bernát Török Csilla Farkas Laura Lucaj Attila Menyhárd Krisztina Menyhárd-Balázs András Simonyi Patrick van der Smagt Zsolt Ződi András Lőrincz 34 0 0 18 Oct 2024
Disentangling Likes and Dislikes in Personalized Generative Explainable Recommendation Ryotaro Shimizu Takashi Wada Yu Wang Johannes Kruse Sean O'Brien ... Yuya Yoshikawa Yuki Saito Fugee Tsung M. Goto Julian McAuley 26 0 0 17 Oct 2024
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 45 0 0 15 Oct 2024
Ensured: Explanations for Decreasing the Epistemic Uncertainty in Predictions Helena Lofstrom Tuwe Löfström Johan Hallberg Szabadvary 33 0 0 07 Oct 2024
Explaining the (Not So) Obvious: Simple and Fast Explanation of STAN, a Next Point of Interest Recommendation System Fajrian Yunus Talel Abdessalem FAtt XAI HAI 19 0 0 04 Oct 2024
Creating Healthy Friction: Determining Stakeholder Requirements of Job Recommendation Explanations Roan Schellingerhout Francesco Barile Nava Tintarev 13 1 0 24 Sep 2024
User Preferences for Large Language Model versus Template-Based Explanations of Movie Recommendations: A Pilot Study Julien Albert Martin Balfroid Miriam Doh Jérémie Bogaert L. L. Fisca Liesbet De Vos Bryan Renard Vincent Stragier Emmanuel Jean LRM 16 0 0 10 Sep 2024
Say Your Reason: Extract Contextual Rules In Situ for Context-aware Service Recommendation Yuxuan Li Jiahui Li Lihang Pan Chun Yu Yuanchun Shi LRM 13 0 0 26 Aug 2024
Fair Augmentation for Graph Collaborative Filtering Ludovico Boratto Francesco Fabbri Gianni Fenu Mirko Marras Giacomo Medda 42 1 0 22 Aug 2024
Review of Explainable Graph-Based Recommender Systems Thanet Markchom Huizhi Liang James Ferryman XAI 19 0 0 31 Jul 2024
AOTree: Aspect Order Tree-based Model for Explainable Recommendation Wenxin Zhao Peng Zhang Hansu Gu Dongsheng Li T. Lu Ning Gu 26 0 0 29 Jul 2024
Evaluating graph-based explanations for AI-based recommender systems Simon Delarue Astrid Bertrand Tiphaine Viard 34 0 0 17 Jul 2024
LANE: Logic Alignment of Non-tuning Large Language Models and Online Recommendation Systems for Explainable Reason Generation Hongke Zhao Songming Zheng Likang Wu Bowen Yu Jing Wang 37 4 0 03 Jul 2024
Fuzzy synthetic method for evaluating explanations in recommender systems Jinfeng Zhong E. Negre 16 0 0 02 Jul 2024
A survey on the impact of AI-based recommenders on human behaviours: methodologies, outcomes and future directions Luca Pappalardo Emanuele Ferragina Salvatore Citraro Giuliano Cornacchia M. Nanni ... D. Gambetta Giovanni Mauro Virginia Morini Valentina Pansanella D. Pedreschi 44 8 0 29 Jun 2024
Debiased Recommendation with Noisy Feedback Haoxuan Li Chunyuan Zheng Wenjie Wang Hao Wang Fuli Feng Xiao-Hua Zhou 33 7 0 24 Jun 2024
An Interpretable Alternative to Neural Representation Learning for Rating Prediction -- Transparent Latent Class Modeling of User Reviews Giuseppe Serra Peter Tino Zhao Xu Xin Yao 21 0 0 17 Jun 2024
Enhancing Text Corpus Exploration with Post Hoc Explanations and Comparative Design Michael Gleicher Keaton Leppenan Yunyu Bai 25 0 0 14 Jun 2024
Large Language Models as Evaluators for Recommendation Explanations Xiaoyu Zhang Yishan Li Jiayin Wang Bowen Sun Weizhi Ma Peijie Sun Min Zhang LRM ELM 40 12 0 05 Jun 2024
ADESSE: Advice Explanations in Complex Repeated Decision-Making Environments Sören Schleibaum Lu Feng Sarit Kraus Jörg P. Müller 38 2 0 31 May 2024
A Survey of Latent Factor Models in Recommender Systems Hind I. Alshbanat Hafida Benhidour Said Kerrache LRM BDL 43 1 0 28 May 2024
Towards Explainable Test Case Prioritisation with Learning-to-Rank Models Aurora Ramírez Mario Berrios J. Romero R. Feldt 18 0 0 22 May 2024
When factorization meets argumentation: towards argumentative explanations Jinfeng Zhong E. Negre FAtt 16 0 0 13 May 2024
Explainability for Transparent Conversational Information-Seeking Weronika Lajewska Damiano Spina Johanne Trippas K. Balog 34 7 0 06 May 2024
Stability of Explainable Recommendation Sairamvinay Vijayaraghavan Prasant Mohapatra AAML 38 1 0 03 May 2024
Robust Explainable Recommendation Sairamvinay Vijayaraghavan Prasant Mohapatra AAML 23 0 0 03 May 2024
Rethinking the Evaluation of Dialogue Systems: Effects of User Feedback on Crowdworkers and LLMs Clemencia Siro Mohammad Aliannejadi Maarten de Rijke 29 1 0 19 Apr 2024
Comprehensible Artificial Intelligence on Knowledge Graphs: A survey Simon Schramm C. Wehner Ute Schmid 25 25 0 04 Apr 2024
Improving Content Recommendation: Knowledge Graph-Based Semantic Contrastive Learning for Diversity and Cold-Start Users Yejin Kim Scott Rome Kevin Foley Mayur Nankani Rimon Melamed Javier Morales Abhay Yadav Maria Peifer Sardar Hamidian H. H. Huang 37 0 0 27 Mar 2024
On Explaining Unfairness: An Overview Christos Fragkathoulas Vasiliki Papanikou Danae Pla Karidi E. Pitoura XAI FaML 19 2 0 16 Feb 2024
Harnessing PubMed User Query Logs for Post Hoc Explanations of Recommended Similar Articles Ashley Shin Qiao Jin James Anibal Zhiyong Lu 11 0 0 05 Feb 2024
PAP-REC: Personalized Automatic Prompt for Recommendation Language Model Zelong Li Jianchao Ji Yingqiang Ge Wenyue Hua Yongfeng Zhang 6 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 50 8 0 31 Jan 2024
Combining Embedding-Based and Semantic-Based Models for Post-hoc Explanations in Recommender Systems Ngoc Luyen Lê Marie-Hélène Abel Philippe Gouspillou 15 6 0 09 Jan 2024
Unlocking the Potential of Large Language Models for Explainable Recommendations Yucong Luo Mingyue Cheng Hao Zhang Junyu Lu Qi Liu Enhong Chen LRM 13 17 0 25 Dec 2023
Logic-Scaffolding: Personalized Aspect-Instructed Recommendation Explanation Generation using LLMs Behnam Rahdari Hao Ding Ziwei Fan Yifei Ma Zhuotong Chen Anoop Deoras B. Kveton LRM 16 9 0 22 Dec 2023
The Problem of Coherence in Natural Language Explanations of Recommendations Jakub Raczynski Mateusz Lango Jerzy Stefanowski 30 6 0 18 Dec 2023