Cover Image

GenRec: A Preference-Oriented Generative Framework for Large-Scale Recommendation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zou, Yanyan, Qi, Junbo, Huang, Lunsong, Li, Yu, Xu, Kewei, Gao, Jiabao, Zhao, Binglei, Yang, Xuanhua, Xu, Sulong, Li, Shengjie
Format:	Preprint
Published:	2026
Subjects:	Information Retrieval Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

GenRec: Generative Sequential Recommendation with Large Language Models
by: Cao, Panfeng, et al.
Published: (2024)

A Hybrid Cross-Stage Coordination Pre-ranking Model for Online Recommendation Systems
by: Zhao, Binglei, et al.
Published: (2025)

Vague Preference Policy Learning for Conversational Recommendation
by: Zhang, Gangyi, et al.
Published: (2023)

A Unified Search and Recommendation Framework Based on Multi-Scenario Learning for Ranking in E-commerce
by: Liu, Jinhan, et al.
Published: (2024)

GenRecEdit: Adapting Model Editing for Generative Recommendation with Cold-Start Items
by: Shen, Chenglei, et al.
Published: (2026)

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

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

OneRec: Unifying Retrieve and Rank with Generative Recommender and Iterative Preference Alignment
by: Deng, Jiaxin, et al.
Published: (2025)

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

MR.Rec: Synergizing Memory and Reasoning for Personalized Recommendation Assistant with LLMs
by: Huang, Jiani, et al.
Published: (2025)

A Simple and Effective Framework for Symmetric Consistent Indexing in Large-Scale Dense Retrieval
by: Wang, Huimu, et al.
Published: (2025)

RecAI: Leveraging Large Language Models for Next-Generation Recommender Systems
by: Lian, Jianxun, et al.
Published: (2024)

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

AgenticRec: End-to-End Tool-Integrated Policy Optimization for Ranking-Oriented Recommender Agents
by: Li, Tianyi, et al.
Published: (2026)

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

PinRec: Outcome-Conditioned, Multi-Token Generative Retrieval for Industry-Scale Recommendation Systems
by: Agarwal, Prabhat, et al.
Published: (2025)

RecPrompt: A Self-tuning Prompting Framework for News Recommendation Using Large Language Models
by: Liu, Dairui, et al.
Published: (2023)

HyMiRec: A Hybrid Multi-interest Learning Framework for LLM-based Sequential Recommendation
by: Zhou, Jingyi, et al.
Published: (2025)

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

RecRanker: Instruction Tuning Large Language Model as Ranker for Top-k Recommendation
by: Luo, Sichun, et al.
Published: (2023)

MindRec: A Diffusion-driven Coarse-to-Fine Paradigm for Generative Recommendation
by: Gao, Mengyao, et al.
Published: (2025)

RecExplainer: Aligning Large Language Models for Explaining Recommendation Models
by: Lei, Yuxuan, et al.
Published: (2023)

DimeRec: A Unified Framework for Enhanced Sequential Recommendation via Generative Diffusion Models
by: Li, Wuchao, et al.
Published: (2024)

DaRec: A Disentangled Alignment Framework for Large Language Model and Recommender System
by: Yang, Xihong, et al.
Published: (2024)

LLaDA-Rec: Discrete Diffusion for Parallel Semantic ID Generation in Generative Recommendation
by: Shi, Teng, et al.
Published: (2025)

GenRec: Unifying Video Generation and Recognition with Diffusion Models
by: Weng, Zejia, et al.
Published: (2024)

WeaveRec: An LLM-Based Cross-Domain Sequential Recommendation Framework with Model Merging
by: Hou, Min, et al.
Published: (2025)

DRE: Generating Recommendation Explanations by Aligning Large Language Models at Data-level
by: Gao, Shen, et al.
Published: (2024)

Towards Generalizable and Efficient Large-Scale Generative Recommenders
by: Xu, Qiuling, et al.
Published: (2026)

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

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

Transformers4NewsRec: A Transformer-based News Recommendation Framework
by: Liu, Dairui, et al.
Published: (2024)

LoRec: Large Language Model for Robust Sequential Recommendation against Poisoning Attacks
by: Zhang, Kaike, et al.
Published: (2024)

RimiRec: Modeling Refined Multi-interest in Hierarchical Structure for Recommendation
by: Pei, Haolei, et al.
Published: (2024)

LLMTreeRec: Unleashing the Power of Large Language Models for Cold-Start Recommendations
by: Zhang, Wenlin, et al.
Published: (2024)

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems
by: Zhu, Yiming, et al.
Published: (2026)

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

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

UniPinRec: Unifying Generative Retrieval and Ranking at Pinterest Scale
by: Li, Hanyu, et al.
Published: (2026)

Generative News Recommendation
by: Gao, Shen, et al.
Published: (2024)