Cover Image

AgenticRec: End-to-End Tool-Integrated Policy Optimization for Ranking-Oriented Recommender Agents

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Tianyi, Wang, Zixuan, Lei, Guidong, Li, Xiaodong, Li, Hui
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

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

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

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

UniRank: End-to-End Domain-Specific Reranking of Hybrid Text-Image Candidates
by: Yang, Yupei, et al.
Published: (2026)

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

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

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

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

AIGQ: An End-to-End Hybrid Generative Architecture for E-commerce Query Recommendation
by: Xu, Jingcao, et al.
Published: (2026)

MuonRec: Shifting the Optimizer Paradigm Beyond Adam in Scalable Generative Recommendation
by: Shan, Rong, et al.
Published: (2026)

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

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

RGAlign-Rec: Ranking-Guided Alignment for Latent Query Reasoning in Recommendation Systems
by: Liu, Junhua, et al.
Published: (2026)

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

ResRank: Unifying Retrieval and Listwise Reranking via End-to-End Joint Training with Residual Passage Compression
by: Ke, Xiaojie, et al.
Published: (2026)

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

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

End-to-end Learnable Clustering for Intent Learning in Recommendation
by: Liu, Yue, et al.
Published: (2024)

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

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

End-to-End Graph-Sequential Representation Learning for Accurate Recommendations
by: Baikalov, Vladimir, et al.
Published: (2024)

AgenticRAG: Tool-Augmented Foundation Models for Zero-Shot Explainable Recommender Systems
by: Ma, Bo, et al.
Published: (2025)

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

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

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

An End-to-End Multi-objective Ensemble Ranking Framework for Video Recommendation
by: He, Tiantian, et al.
Published: (2025)

Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations
by: Huang, Xu, et al.
Published: (2023)

MerRec: A Large-scale Multipurpose Mercari Dataset for Consumer-to-Consumer Recommendation Systems
by: Li, Lichi, et al.
Published: (2024)

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

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

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

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

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

CoFiRec: Coarse-to-Fine Tokenization for Generative Recommendation
by: Wei, Tianxin, et al.
Published: (2025)

GemiRec: Interest Quantization and Generation for Multi-Interest Recommendation
by: Wu, Zhibo, et al.
Published: (2025)

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec
by: Mushtaque, Uzma
Published: (2025)

EasyRec: Simple yet Effective Language Models for Recommendation
by: Ren, Xubin, et al.
Published: (2024)

TokenRec: Learning to Tokenize ID for LLM-based Generative Recommendation
by: Qu, Haohao, et al.
Published: (2024)

Enhancing Speech-to-Speech Dialogue Modeling with End-to-End Retrieval-Augmented Generation
by: Feng, Pengchao, et al.
Published: (2025)

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