AgentDR: Dynamic Recommendation with Implicit Item-Item Relations via LLM-based Agents
Fuente:
arXiv
Saved in:
| Main Authors: | Yang, Mingdai, Choudhary, Nurendra, Du, Jiangshu, Huang, Edward W., Yu, Philip S., Subbian, Karthik, Koutra, Danai |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
An Interpretable Ensemble of Graph and Language Models for Improving Search Relevance in E-Commerce
by: Choudhary, Nurendra, et al.
Published: (2024)
by: Choudhary, Nurendra, et al.
Published: (2024)
AgenticTagger: Structured Item Representation for Recommendation with LLM Agents
by: Xie, Zhouhang, et al.
Published: (2026)
by: Xie, Zhouhang, et al.
Published: (2026)
Efficient Recommendation with Millions of Items by Dynamic Pruning of Sub-Item Embeddings
by: Petrov, Aleksandr V., et al.
Published: (2025)
by: Petrov, Aleksandr V., et al.
Published: (2025)
Beyond Inter-Item Relations: Dynamic Adaption for Enhancing LLM-Based Sequential Recommendation
by: Liu, CanYi, et al.
Published: (2024)
by: Liu, CanYi, et al.
Published: (2024)
Linear Item-Item Model with Neural Knowledge for Session-based Recommendation
by: Choi, Minjin, et al.
Published: (2025)
by: Choi, Minjin, et al.
Published: (2025)
Beyong Tokens: Item-aware Attention for LLM-based Recommendation
by: Zhang, Xiaokun, et al.
Published: (2026)
by: Zhang, Xiaokun, et al.
Published: (2026)
ItemRAG: Item-Based Retrieval-Augmented Generation for LLM-Based Recommendation
by: Kim, Sunwoo, et al.
Published: (2025)
by: Kim, Sunwoo, et al.
Published: (2025)
Efficient Item ID Generation for Large-Scale LLM-based Recommendation
by: Subbiah, Anushya, et al.
Published: (2025)
by: Subbiah, Anushya, et al.
Published: (2025)
Multi-Agent Collaborative Filtering: Orchestrating Users and Items for Agentic Recommendations
by: Xia, Yu, et al.
Published: (2025)
by: Xia, Yu, et al.
Published: (2025)
Temporal Linear Item-Item Model for Sequential Recommendation
by: Park, Seongmin, et al.
Published: (2024)
by: Park, Seongmin, et al.
Published: (2024)
Item Association Factorization Mixed Markov Chains for Sequential Recommendation
by: Du, DongYu, et al.
Published: (2024)
by: Du, DongYu, et al.
Published: (2024)
Modeling Item-Level Dynamic Variability with Residual Diffusion for Bundle Recommendation
by: Zhang, Dong, et al.
Published: (2025)
by: Zhang, Dong, et al.
Published: (2025)
Token-Efficient Item Representation via Images for LLM Recommender Systems
by: Kim, Kibum, et al.
Published: (2025)
by: Kim, Kibum, et al.
Published: (2025)
Learnable Item Tokenization for Generative Recommendation
by: Wang, Wenjie, et al.
Published: (2024)
by: Wang, Wenjie, et al.
Published: (2024)
Efficient Inference of Sub-Item Id-based Sequential Recommendation Models with Millions of Items
by: Petrov, Aleksandr V., et al.
Published: (2024)
by: Petrov, Aleksandr V., et al.
Published: (2024)
Item Cluster-aware Prompt Learning for Session-based Recommendation
by: Yang, Wooseong, et al.
Published: (2024)
by: Yang, Wooseong, et al.
Published: (2024)
Unsupervised Graph Embeddings for Session-based Recommendation with Item Features
by: Peintner, Andreas, et al.
Published: (2025)
by: Peintner, Andreas, et al.
Published: (2025)
LLM-Aligned Geographic Item Tokenization for Local-Life Recommendation
by: Jiang, Hao, et al.
Published: (2025)
by: Jiang, Hao, et al.
Published: (2025)
LLM-I2I: Boost Your Small Item2Item Recommendation Model with Large Language Model
by: Feng, Yinfu, et al.
Published: (2025)
by: Feng, Yinfu, et al.
Published: (2025)
A Contrastive Framework with User, Item and Review Alignment for Recommendation
by: Dong, Hoang V., et al.
Published: (2025)
by: Dong, Hoang V., et al.
Published: (2025)
Selecting User Histories to Generate LLM Users for Cold-Start Item Recommendation
by: Subbaraman, Nachiket, et al.
Published: (2025)
by: Subbaraman, Nachiket, et al.
Published: (2025)
Optimizing Recall or Relevance? A Multi-Task Multi-Head Approach for Item-to-Item Retrieval in Recommendation
by: Zhang, Jiang, et al.
Published: (2025)
by: Zhang, Jiang, et al.
Published: (2025)
Item-Language Model for Conversational Recommendation
by: Yang, Li, et al.
Published: (2024)
by: Yang, Li, et al.
Published: (2024)
Item-side Fairness of Large Language Model-based Recommendation System
by: Jiang, Meng, et al.
Published: (2024)
by: Jiang, Meng, et al.
Published: (2024)
Correcting Popularity Bias in Recommender Systems via Item Loss Equalization
by: Prent, Juno, et al.
Published: (2024)
by: Prent, Juno, et al.
Published: (2024)
Multimodal Item Scoring for Natural Language Recommendation via Gaussian Process Regression with LLM Relevance Judgments
by: Liu, Yifan, et al.
Published: (2025)
by: Liu, Yifan, et al.
Published: (2025)
Multi-modal Relational Item Representation Learning for Inferring Substitutable and Complementary Items
by: Wang, Junting, et al.
Published: (2025)
by: Wang, Junting, et al.
Published: (2025)
PIT: A Dynamic Personalized Item Tokenizer for End-to-End Generative Recommendation
by: Wang, Huanjie, et al.
Published: (2026)
by: Wang, Huanjie, et al.
Published: (2026)
Generative Recommender with End-to-End Learnable Item Tokenization
by: Liu, Enze, et al.
Published: (2024)
by: Liu, Enze, et al.
Published: (2024)
Markovian Pre-Trained Transformer for Next-Item Recommendation
by: Xu, Cong, et al.
Published: (2026)
by: Xu, Cong, et al.
Published: (2026)
On Inherited Popularity Bias in Cold-Start Item Recommendation
by: Meehan, Gregor, et al.
Published: (2025)
by: Meehan, Gregor, et al.
Published: (2025)
Towards Carbon Footprint-Aware Recommender Systems for Greener Item Recommendation
by: Kalisvaart, Raoul, et al.
Published: (2025)
by: Kalisvaart, Raoul, et al.
Published: (2025)
Universal Item Tokenization for Transferable Generative Recommendation
by: Zheng, Bowen, et al.
Published: (2025)
by: Zheng, Bowen, et al.
Published: (2025)
Bootstrapping Conditional Retrieval for User-to-Item Recommendations
by: Lin, Hongtao, et al.
Published: (2025)
by: Lin, Hongtao, et al.
Published: (2025)
Prompt Tuning for Item Cold-start Recommendation
by: Jiang, Yuezihan, et al.
Published: (2024)
by: Jiang, Yuezihan, et al.
Published: (2024)
Offline Reasoning for Efficient Recommendation: LLM-Empowered Persona-Profiled Item Indexing
by: Kim, Deogyong, et al.
Published: (2026)
by: Kim, Deogyong, et al.
Published: (2026)
LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations
by: Wang, Xinyuan, et al.
Published: (2024)
by: Wang, Xinyuan, et al.
Published: (2024)
Learning Multi-Aspect Item Palette: A Semantic Tokenization Framework for Generative Recommendation
by: Liu, Qijiong, et al.
Published: (2024)
by: Liu, Qijiong, et al.
Published: (2024)
Behavior-Contextualized Item Preference Modeling for Multi-Behavior Recommendation
by: Yan, Mingshi, et al.
Published: (2024)
by: Yan, Mingshi, et al.
Published: (2024)
Sparse Contrastive Learning for Content-Based Cold Item Recommendation
by: Meehan, Gregor, et al.
Published: (2026)
by: Meehan, Gregor, et al.
Published: (2026)
Similar Items
-
An Interpretable Ensemble of Graph and Language Models for Improving Search Relevance in E-Commerce
by: Choudhary, Nurendra, et al.
Published: (2024) -
AgenticTagger: Structured Item Representation for Recommendation with LLM Agents
by: Xie, Zhouhang, et al.
Published: (2026) -
Efficient Recommendation with Millions of Items by Dynamic Pruning of Sub-Item Embeddings
by: Petrov, Aleksandr V., et al.
Published: (2025) -
Beyond Inter-Item Relations: Dynamic Adaption for Enhancing LLM-Based Sequential Recommendation
by: Liu, CanYi, et al.
Published: (2024) -
Linear Item-Item Model with Neural Knowledge for Session-based Recommendation
by: Choi, Minjin, et al.
Published: (2025)