Cover Image

MACRec: a Multi-Agent Collaboration Framework for Recommendation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Zhefan, Yu, Yuanqing, Zheng, Wendi, Ma, Weizhi, Zhang, Min
Format:	Preprint
Published:	2024
Subjects:	Information Retrieval
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

To Recommend or Not: Recommendability Identification in Conversations with Pre-trained Language Models
by: Wang, Zhefan, et al.
Published: (2024)

APAO: Adaptive Prefix-Aware Optimization for Generative Recommendation
by: Yu, Yuanqing, et al.
Published: (2026)

Human vs. Agent in Task-Oriented Conversations
by: Wang, Zhefan, et al.
Published: (2025)

Aiming at the Target: Filter Collaborative Information for Cross-Domain Recommendation
by: Li, Hanyu, et al.
Published: (2024)

Understanding Internal Representations of Recommendation Models with Sparse Autoencoders
by: Wang, Jiayin, et al.
Published: (2024)

Recommender for Its Purpose: Repeat and Exploration in Food Delivery Recommendations
by: Li, Jiayu, et al.
Published: (2024)

EasyRL4Rec: An Easy-to-use Library for Reinforcement Learning Based Recommender Systems
by: Yu, Yuanqing, et al.
Published: (2024)

Generative Sequential Recommendation via Hierarchical Behavior Modeling
by: Wang, Zhefan, et al.
Published: (2025)

A Situation-aware Enhancer for Personalized Recommendation
by: Li, Jiayu, et al.
Published: (2024)

Beyond Utility: Evaluating LLM as Recommender
by: Jiang, Chumeng, et al.
Published: (2024)

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

Transparent and Controllable Recommendation Filtering via Multimodal Multi-Agent Collaboration
by: Zhang, Chi, et al.
Published: (2026)

ReChorus2.0: A Modular and Task-Flexible Recommendation Library
by: Li, Jiayu, et al.
Published: (2024)

Sequential Recommendation with Latent Relations based on Large Language Model
by: Yang, Shenghao, et al.
Published: (2024)

Common Sense Enhanced Knowledge-based Recommendation with Large Language Model
by: Yang, Shenghao, et al.
Published: (2024)

Large Language Models as Evaluators for Recommendation Explanations
by: Zhang, Xiaoyu, et al.
Published: (2024)

Multi-Agent Collaborative Filtering: Orchestrating Users and Items for Agentic Recommendations
by: Xia, Yu, et al.
Published: (2025)

Graph Neural Controlled Differential Equations For Collaborative Filtering
by: Xu, Ke, et al.
Published: (2025)

Why Generate When You Can Transform? Unleashing Generative Attention for Dynamic Recommendation
by: Liu, Yuli, et al.
Published: (2025)

Are Recommenders Self-Aware? Label-Free Recommendation Performance Estimation via Model Uncertainty
by: Li, Jiayu, et al.
Published: (2025)

Short Video Segment-level User Dynamic Interests Modeling in Personalized Recommendation
by: He, Zhiyu, et al.
Published: (2025)

Intersectional Two-sided Fairness in Recommendation
by: Wang, Yifan, et al.
Published: (2024)

Cloud-Device Collaborative Agents for Sequential Recommendation
by: Long, Jing, et al.
Published: (2025)

Unifying Graph Convolution and Contrastive Learning in Collaborative Filtering
by: Wu, Yihong, et al.
Published: (2024)

From Transfer to Collaboration: A Federated Framework for Cross-Market Sequential Recommendation
by: Chen, Jundong, et al.
Published: (2026)

RuleAgent: Discovering Rules for Recommendation Denoising with Autonomous Language Agents
by: Wang, Zongwei, et al.
Published: (2025)

Internalizing Multi-Agent Reasoning for Accurate and Efficient LLM-based Recommendation
by: Wu, Yang, et al.
Published: (2026)

SPRec: Self-Play to Debias LLM-based Recommendation
by: Gao, Chongming, et al.
Published: (2024)

MAS4POI: a Multi-Agents Collaboration System for Next POI Recommendation
by: Wu, Yuqian, et al.
Published: (2024)

DTRec: Learning Dynamic Reasoning Trajectories for Sequential Recommendation
by: Shao, Yifan, et al.
Published: (2025)

Exploring Recommender System Evaluation: A Multi-Modal User Agent Framework for A/B Testing
by: Zhang, Wenlin, et al.
Published: (2026)

Quality-Aware Collaborative Multi-Positive Contrastive Learning for Sequential Recommendation
by: Wang, Wei
Published: (2026)

Towards Distribution Matching between Collaborative and Language Spaces for Generative Recommendation
by: Zhang, Yi, et al.
Published: (2025)

SRLF: An Agent-Driven Set-Wise Reflective Learning Framework for Sequential Recommendation
by: Wang, Jiahao, et al.
Published: (2025)

Collaborative Semantic Alignment in Recommendation Systems
by: Wang, Chen, et al.
Published: (2023)

SGCL: Unifying Self-Supervised and Supervised Learning for Graph Recommendation
by: Zhang, Weizhi, et al.
Published: (2025)

A Multi-Channel Next POI Recommendation Framework with Multi-Granularity Check-in Signals
by: Sun, Zhu, et al.
Published: (2022)

QAGCF: Graph Collaborative Filtering for Q&A Recommendation
by: Zhang, Changshuo, et al.
Published: (2024)

U-Sticker: A Large-Scale Multi-Domain User Sticker Dataset for Retrieval and Personalization
by: Chee, Heng Er Metilda, et al.
Published: (2025)

PerSRV: Personalized Sticker Retrieval with Vision-Language Model
by: Chee, Heng Er Metilda, et al.
Published: (2024)