Copertina

KG4RecEval: Does Knowledge Graph Really Matter for Recommender Systems?

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Zhang, Haonan, Wang, Dongxia, Sun, Zhu, Li, Yanhui, Sun, Youcheng, Liang, Huizhi, Wang, Wenhai
Natura:	Preprint
Pubblicazione:	2024
Soggetti:	Information Retrieval Artificial Intelligence Machine Learning
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

LightKG: Efficient Knowledge-Aware Recommendations with Simplified GNN Architecture
di: Li, Yanhui, et al.
Pubblicazione: (2025)

RecKG: Knowledge Graph for Recommender Systems
di: Kwon, Junhyuk, et al.
Pubblicazione: (2025)

GOT4Rec: Graph of Thoughts for Sequential Recommendation
di: Long, Zewen, et al.
Pubblicazione: (2024)

Review of Explainable Graph-Based Recommender Systems
di: Markchom, Thanet, et al.
Pubblicazione: (2024)

Enhancing Serendipity Recommendation System by Constructing Dynamic User Knowledge Graphs with Large Language Models
di: Yong, Qian, et al.
Pubblicazione: (2025)

CoActionGraphRec: Sequential Multi-Interest Recommendations Using Co-Action Graphs
di: Sun, Yi, et al.
Pubblicazione: (2024)

MRP-LLM: Multitask Reflective Large Language Models for Privacy-Preserving Next POI Recommendation
di: Wu, Ziqing, et al.
Pubblicazione: (2024)

RecNextEval: A Reference Implementation for Temporal Next-Batch Recommendation Evaluation
di: Ng, Tze-Kean, et al.
Pubblicazione: (2026)

RicciFlowRec: A Geometric Root Cause Recommender Using Ricci Curvature on Financial Graphs
di: Sun, Zhongtian, et al.
Pubblicazione: (2025)

DNS-Rec: Data-aware Neural Architecture Search for Recommender Systems
di: Zhang, Sheng, et al.
Pubblicazione: (2024)

AgenticRecTune: Multi-Agent with Self-Evolving Skillhub for Recommendation System Optimization
di: Wu, Xidong, et al.
Pubblicazione: (2026)

CTRL-Rec: Controlling Recommender Systems With Natural Language
di: Carroll, Micah, et al.
Pubblicazione: (2025)

ChartKG: A Knowledge-Graph-Based Representation for Chart Images
di: Zhou, Zhiguang, et al.
Pubblicazione: (2024)

RecSys Arena: Pair-wise Recommender System Evaluation with Large Language Models
di: Wu, Zhuo, et al.
Pubblicazione: (2024)

Enhancing New-item Fairness in Dynamic Recommender Systems
di: Guo, Huizhong, et al.
Pubblicazione: (2025)

CausalRec: A CausalBoost Attention Model for Sequential Recommendation
di: Hou, Yunbo, et al.
Pubblicazione: (2025)

SessionRec: Next Session Prediction Paradigm For Generative Sequential Recommendation
di: Huang, Lei, et al.
Pubblicazione: (2025)

RecBundle: A Next-Generation Geometric Paradigm for Explainable Recommender Systems
di: Wang, Hui, et al.
Pubblicazione: (2026)

MemRec: Collaborative Memory-Augmented Agentic Recommender System
di: Chen, Weixin, et al.
Pubblicazione: (2026)

TTT4Rec: A Test-Time Training Approach for Rapid Adaption in Sequential Recommendation
di: Yang, Zhaoqi, et al.
Pubblicazione: (2024)

AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems
di: Shang, Yu, et al.
Pubblicazione: (2025)

AdaptJobRec: Enhancing Conversational Career Recommendation through an LLM-Powered Agentic System
di: Wang, Qixin, et al.
Pubblicazione: (2025)

VulReaD: Knowledge-Graph-guided Software Vulnerability Reasoning and Detection
di: Mukhtar, Samal, et al.
Pubblicazione: (2026)

CherryRec: Enhancing News Recommendation Quality via LLM-driven Framework
di: Wang, Shaohuang, et al.
Pubblicazione: (2024)

Knowledge Graph Pruning for Recommendation
di: Lin, Fake, et al.
Pubblicazione: (2024)

RecMind: Large Language Model Powered Agent For Recommendation
di: Wang, Yancheng, et al.
Pubblicazione: (2023)

MiniOneRec: An Open-Source Framework for Scaling Generative Recommendation
di: Kong, Xiaoyu, et al.
Pubblicazione: (2025)

Beyond Interactions: Node-Level Graph Generation for Knowledge-Free Augmentation in Recommender Systems
di: Wang, Zhaoyan, et al.
Pubblicazione: (2025)

ORFuzz: Fuzzing the "Other Side" of LLM Safety -- Testing Over-Refusal
di: Zhang, Haonan, et al.
Pubblicazione: (2025)

Style4Rec: Enhancing Transformer-based E-commerce Recommendation Systems with Style and Shopping Cart Information
di: Ugurlu, Berke, et al.
Pubblicazione: (2025)

RA-Rec: An Efficient ID Representation Alignment Framework for LLM-based Recommendation
di: Yu, Xiaohan, et al.
Pubblicazione: (2024)

DecKG: Decentralized Collaborative Learning with Knowledge Graph Enhancement for POI Recommendation
di: Zheng, Ruiqi, et al.
Pubblicazione: (2024)

RecPS: Privacy Risk Scoring for Recommender Systems
di: He, Jiajie, et al.
Pubblicazione: (2025)

FineRec:Exploring Fine-grained Sequential Recommendation
di: Zhang, Xiaokun, et al.
Pubblicazione: (2024)

Self-EvolveRec: Self-Evolving Recommender Systems with LLM-based Directional Feedback
di: Kim, Sein, et al.
Pubblicazione: (2026)

A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys)
di: Deldjoo, Yashar, et al.
Pubblicazione: (2024)

Q-BERT4Rec: Quantized Semantic-ID Representation Learning for Multimodal Recommendation
di: Huang, Haofeng, et al.
Pubblicazione: (2025)

RecDiff: Diffusion Model for Social Recommendation
di: Li, Zongwei, et al.
Pubblicazione: (2024)

LLM-RecG: A Semantic Bias-Aware Framework for Zero-Shot Sequential Recommendation
di: Li, Yunzhe, et al.
Pubblicazione: (2025)

Comprehending Knowledge Graphs with Large Language Models for Recommender Systems
di: Cui, Ziqiang, et al.
Pubblicazione: (2024)