Cover Image

MR.Rec: Synergizing Memory and Reasoning for Personalized Recommendation Assistant with LLMs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Huang, Jiani, Zou, Xingchen, Xia, Lianghao, Li, Qing
Format:	Preprint
Published:	2025
Subjects:	Information Retrieval
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning
by: Huang, Jiani, et al.
Published: (2026)

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

RecLM: Recommendation Instruction Tuning
by: Jiang, Yangqin, et al.
Published: (2024)

Towards Next-Generation Recommender Systems: A Benchmark for Personalized Recommendation Assistant with LLMs
by: Huang, Jiani, et al.
Published: (2025)

RecGPT: A Foundation Model for Sequential Recommendation
by: Jiang, Yangqin, et al.
Published: (2025)

MixRec: Heterogeneous Graph Collaborative Filtering
by: Xia, Lianghao, et al.
Published: (2024)

MealRec$^+$: A Meal Recommendation Dataset with Meal-Course Affiliation for Personalization and Healthiness
by: Li, Ming, et al.
Published: (2024)

GPFedRec: Graph-guided Personalization for Federated Recommendation
by: Zhang, Chunxu, et al.
Published: (2023)

SelfGNN: Self-Supervised Graph Neural Networks for Sequential Recommendation
by: Liu, Yuxi, et al.
Published: (2024)

OneRec-Think: In-Text Reasoning for Generative Recommendation
by: Liu, Zhanyu, et al.
Published: (2025)

ReasoningRec: Bridging Personalized Recommendations and Human-Interpretable Explanations through LLM Reasoning
by: Bismay, Millennium, et al.
Published: (2024)

RecThinker: An Agentic Framework for Tool-Augmented Reasoning in Recommendation
by: Zhang, Haobo, et al.
Published: (2026)

StePO-Rec: Towards Personalized Outfit Styling Assistant via Knowledge-Guided Multi-Step Reasoning
by: Bi, Yuxi, et al.
Published: (2025)

L2Rec: Towards Dual-View Understanding of LLMs for Personalized Recommendation
by: Pan, Pingjun, et al.
Published: (2026)

Pre-training for Recommendation Unlearning
by: Chen, Guoxuan, et al.
Published: (2025)

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

PromptMM: Multi-Modal Knowledge Distillation for Recommendation with Prompt-Tuning
by: Wei, Wei, et al.
Published: (2024)

A Comprehensive Survey on Self-Supervised Learning for Recommendation
by: Ren, Xubin, et al.
Published: (2024)

LightGNN: Simple Graph Neural Network for Recommendation
by: Chen, Guoxuan, et al.
Published: (2025)

DiffMM: Multi-Modal Diffusion Model for Recommendation
by: Jiang, Yangqin, et al.
Published: (2024)

WebRec: Enhancing LLM-based Recommendations with Attention-guided RAG from Web
by: Zhao, Zihuai, et al.
Published: (2025)

MiniRec: Data-Efficient Reinforcement Learning for LLM-based Recommendation
by: Wang, Lin, et al.
Published: (2026)

AesRec: A Dataset for Aesthetics-Aligned Clothing Outfit Recommendation
by: Ye, Wenxin, et al.
Published: (2026)

SSD4Rec: A Structured State Space Duality Model for Efficient Sequential Recommendation
by: Qu, Haohao, et al.
Published: (2024)

RecFlow: An Industrial Full Flow Recommendation Dataset
by: Liu, Qi, et al.
Published: (2024)

Graph Augmentation for Recommendation
by: Zhang, Qianru, et al.
Published: (2024)

GraphPro: Graph Pre-training and Prompt Learning for Recommendation
by: Yang, Yuhao, et al.
Published: (2023)

RaSeRec: Retrieval-Augmented Sequential Recommendation
by: Zhao, Xinping, et al.
Published: (2024)

UniRecSys: A Unified Framework for Personalized, Group, Package, and Package-to-Group Recommendations
by: Shyam, Adamya, et al.
Published: (2023)

REG4Rec: Reasoning-Enhanced Generative Model for Large-Scale Recommendation Systems
by: Xing, Haibo, et al.
Published: (2025)

Reason4Rec: Large Language Models for Recommendation with Deliberative User Preference Alignment
by: Fang, Yi, et al.
Published: (2025)

LinRec: Linear Attention Mechanism for Long-term Sequential Recommender Systems
by: Liu, Langming, et al.
Published: (2024)

RecCoT: Enhancing Recommendation via Chain-of-Thought
by: Yang, Shuo, et al.
Published: (2025)

LLM-Rec: Personalized Recommendation via Prompting Large Language Models
by: Lyu, Hanjia, et al.
Published: (2023)

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

GenRec: A Preference-Oriented Generative Framework for Large-Scale Recommendation
by: Zou, Yanyan, et al.
Published: (2026)

SaviorRec: Semantic-Behavior Alignment for Cold-Start Recommendation
by: Yao, Yining, et al.
Published: (2025)

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation
by: Zhang, Qianru, et al.
Published: (2025)

TrackRec: Iterative Alternating Feedback with Chain-of-Thought via Preference Alignment for Recommendation
by: Xia, Yu, et al.
Published: (2025)

Scenario-Wise Rec: A Multi-Scenario Recommendation Benchmark
by: Li, Xiaopeng, et al.
Published: (2024)