Rethinking Group Recommender Systems in the Era of Generative AI: From One-Shot Recommendations to Agentic Group Decision Support
Fuente:
arXiv
Saved in:
| Main Authors: | Jannach, Dietmar, Delić, Amra, Ricci, Francesco, Zanker, Markus |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
A Survey on Intent-aware Recommender Systems
by: Jannach, Dietmar, et al.
Published: (2024)
by: Jannach, Dietmar, et al.
Published: (2024)
Recommender Systems for Good (RS4Good): Survey of Use Cases and a Call to Action for Research that Matters
by: Jannach, Dietmar, et al.
Published: (2024)
by: Jannach, Dietmar, et al.
Published: (2024)
Performance Comparison of Session-based Recommendation Algorithms based on GNNs
by: Shehzad, Faisal, et al.
Published: (2023)
by: Shehzad, Faisal, et al.
Published: (2023)
Widening the Role of Group Recommender Systems with CAJO
by: Ricci, Francesco, et al.
Published: (2025)
by: Ricci, Francesco, et al.
Published: (2025)
Predicting Group Choices from Group Profiles
by: Emamgholizadeh, Hanif, et al.
Published: (2023)
by: Emamgholizadeh, Hanif, et al.
Published: (2023)
The Importance of Causality in Decision Making: A Perspective on Recommender Systems
by: Cavenaghi, Emanuele, et al.
Published: (2024)
by: Cavenaghi, Emanuele, et al.
Published: (2024)
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms
by: Huang, Chengkai, et al.
Published: (2025)
by: Huang, Chengkai, et al.
Published: (2025)
Causal Discovery in Recommender Systems: Example and Discussion
by: Cavenaghi, Emanuele, et al.
Published: (2024)
by: Cavenaghi, Emanuele, et al.
Published: (2024)
A Survey on Popularity Bias in Recommender Systems
by: Klimashevskaia, Anastasiia, et al.
Published: (2023)
by: Klimashevskaia, Anastasiia, et al.
Published: (2023)
Controlled Personalization in Legacy Media Online Services: A Case Study in News Recommendation
by: Holzleitner, Marlene, et al.
Published: (2025)
by: Holzleitner, Marlene, et al.
Published: (2025)
Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models
by: Huang, Chengkai, et al.
Published: (2025)
by: Huang, Chengkai, et al.
Published: (2025)
Towards LLM-Enhanced Group Recommender Systems
by: Lubos, Sebastian, et al.
Published: (2025)
by: Lubos, Sebastian, et al.
Published: (2025)
AlignGroup: Learning and Aligning Group Consensus with Member Preferences for Group Recommendation
by: Xu, Jinfeng, et al.
Published: (2024)
by: Xu, Jinfeng, et al.
Published: (2024)
Calibrated Recommendations: Survey and Future Directions
by: da Silva, Diego Corrêa, et al.
Published: (2025)
by: da Silva, Diego Corrêa, et al.
Published: (2025)
AgenticRAG: Tool-Augmented Foundation Models for Zero-Shot Explainable Recommender Systems
by: Ma, Bo, et al.
Published: (2025)
by: Ma, Bo, et al.
Published: (2025)
From Individual to Group: Developing a Context-Aware Multi-Criteria Group Recommender System
by: Le, Ngoc Luyen, et al.
Published: (2025)
by: Le, Ngoc Luyen, et al.
Published: (2025)
A Survey on Point-of-Interest Recommendations Leveraging Heterogeneous Data
by: Wang, Zehui, et al.
Published: (2023)
by: Wang, Zehui, et al.
Published: (2023)
Point of Interest Recommendation: Pitfalls and Viable Solutions
by: Bellogín, Alejandro, et al.
Published: (2025)
by: Bellogín, Alejandro, et al.
Published: (2025)
Rank-Constrained Deep Matrix Completion for Group Recommendation
by: Ibrahim, Mubaraka Sani, et al.
Published: (2026)
by: Ibrahim, Mubaraka Sani, et al.
Published: (2026)
Iterative Semantic Reasoning from Individual to Group Interests for Generative Recommendation with LLMs
by: Zhu, Xiaofei, et al.
Published: (2026)
by: Zhu, Xiaofei, et al.
Published: (2026)
A Worrying Reproducibility Study of Intent-Aware Recommendation Models
by: Shehzad, Faisal, et al.
Published: (2025)
by: Shehzad, Faisal, et al.
Published: (2025)
MemRec: Collaborative Memory-Augmented Agentic Recommender System
by: Chen, Weixin, et al.
Published: (2026)
by: Chen, Weixin, et al.
Published: (2026)
Enhancing Group Recommendation using Soft Impute Singular Value Decomposition
by: Ibrahim, Mubaraka Sani, et al.
Published: (2025)
by: Ibrahim, Mubaraka Sani, et al.
Published: (2025)
Recommendation with Generative Models
by: Deldjoo, Yashar, et al.
Published: (2024)
by: Deldjoo, Yashar, et al.
Published: (2024)
OneLoc: Geo-Aware Generative Recommender Systems for Local Life Service
by: Wei, Zhipeng, et al.
Published: (2025)
by: Wei, Zhipeng, et al.
Published: (2025)
MARC: Multimodal and Multi-Task Agentic Retrieval-Augmented Generation for Cold-Start Recommender System
by: Cho, Seung Hwan, et al.
Published: (2025)
by: Cho, Seung Hwan, et al.
Published: (2025)
An Comparative Analysis about KYC on a Recommendation System Toward Agentic Recommendation System
by: Xu, Junjie H.
Published: (2025)
by: Xu, Junjie H.
Published: (2025)
Enhanced Influence-aware Group Recommendation for Online Media Propagation
by: He, Chengkun, et al.
Published: (2025)
by: He, Chengkun, et al.
Published: (2025)
Rethinking Recommendation Paradigms: From Pipelines to Agentic Recommender Systems
by: Hu, Jinxin, et al.
Published: (2026)
by: Hu, Jinxin, et al.
Published: (2026)
No-Human in the Loop: Agentic Evaluation at Scale for Recommendation
by: Zhang, Tao, et al.
Published: (2025)
by: Zhang, Tao, et al.
Published: (2025)
ImpReSS: Implicit Recommender System for Support Conversations
by: Haller, Omri, et al.
Published: (2025)
by: Haller, Omri, et al.
Published: (2025)
A Personalized Framework for Consumer and Producer Group Fairness Optimization in Recommender Systems
by: Rahmani, Hossein A., et al.
Published: (2024)
by: Rahmani, Hossein A., et al.
Published: (2024)
Decision-aware User Simulation Agent for Evaluating Conversational Recommender Systems
by: Li, Yuan-Chi, et al.
Published: (2026)
by: Li, Yuan-Chi, et al.
Published: (2026)
Recommender Systems in the Era of Large Language Models (LLMs)
by: Zhao, Zihuai, et al.
Published: (2023)
by: Zhao, Zihuai, et al.
Published: (2023)
Towards Next-Generation Recommender Systems: A Benchmark for Personalized Recommendation Assistant with LLMs
by: Huang, Jiani, et al.
Published: (2025)
by: Huang, Jiani, et al.
Published: (2025)
AgenticRecTune: Multi-Agent with Self-Evolving Skillhub for Recommendation System Optimization
by: Wu, Xidong, et al.
Published: (2026)
by: Wu, Xidong, et al.
Published: (2026)
AgentGR: Semantic-aware Agentic Group Decision-Making Simulator for Group Recommendation
by: Zhou, Yangtao, et al.
Published: (2026)
by: Zhou, Yangtao, et al.
Published: (2026)
Rethinking Generative Recommender Tokenizer: Recsys-Native Encoding and Semantic Quantization Beyond LLMs
by: Liang, Yu, et al.
Published: (2026)
by: Liang, Yu, et al.
Published: (2026)
MiniOneRec: An Open-Source Framework for Scaling Generative Recommendation
by: Kong, Xiaoyu, et al.
Published: (2025)
by: Kong, Xiaoyu, et al.
Published: (2025)
Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations
by: Huang, Xu, et al.
Published: (2023)
by: Huang, Xu, et al.
Published: (2023)
Similar Items
-
A Survey on Intent-aware Recommender Systems
by: Jannach, Dietmar, et al.
Published: (2024) -
Recommender Systems for Good (RS4Good): Survey of Use Cases and a Call to Action for Research that Matters
by: Jannach, Dietmar, et al.
Published: (2024) -
Performance Comparison of Session-based Recommendation Algorithms based on GNNs
by: Shehzad, Faisal, et al.
Published: (2023) -
Widening the Role of Group Recommender Systems with CAJO
by: Ricci, Francesco, et al.
Published: (2025) -
Predicting Group Choices from Group Profiles
by: Emamgholizadeh, Hanif, et al.
Published: (2023)