HLLM: Enhancing Sequential Recommendations via Hierarchical Large Language Models for Item and User Modeling
Fuente:
arXiv
Saved in:
| Main Authors: | Chen, Junyi, Chi, Lu, Peng, Bingyue, Yuan, Zehuan |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
HLLM-Creator: Hierarchical LLM-based Personalized Creative Generation
by: Chen, Junyi, et al.
Published: (2025)
by: Chen, Junyi, et al.
Published: (2025)
Bidirectional Knowledge Distillation for Enhancing Sequential Recommendation with Large Language Models
by: Wu, Jiongran, et al.
Published: (2025)
by: Wu, Jiongran, et al.
Published: (2025)
Hierarchical Tree Search-based User Lifelong Behavior Modeling on Large Language Model
by: Xia, Yu, et al.
Published: (2025)
by: Xia, Yu, et al.
Published: (2025)
Enhancing Sequential Recommender with Large Language Models for Joint Video and Comment Recommendation
by: Zheng, Bowen, et al.
Published: (2024)
by: Zheng, Bowen, et al.
Published: (2024)
Empowering Denoising Sequential Recommendation with Large Language Model Embeddings
by: Wu, Tongzhou, et al.
Published: (2025)
by: Wu, Tongzhou, et al.
Published: (2025)
HGCL: Hierarchical Graph Contrastive Learning for User-Item Recommendation
by: Xue, Jiawei, et al.
Published: (2025)
by: Xue, Jiawei, et al.
Published: (2025)
Bridge the Domains: Large Language Models Enhanced Cross-domain Sequential Recommendation
by: Liu, Qidong, et al.
Published: (2025)
by: Liu, Qidong, et al.
Published: (2025)
On-Device Large Language Models for Sequential Recommendation
by: Xia, Xin, et al.
Published: (2026)
by: Xia, Xin, et al.
Published: (2026)
Empowering Large Language Model for Sequential Recommendation via Multimodal Embeddings and Semantic IDs
by: Wang, Yuhao, et al.
Published: (2025)
by: Wang, Yuhao, 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)
Harnessing Multimodal Large Language Models for Multimodal Sequential Recommendation
by: Ye, Yuyang, et al.
Published: (2024)
by: Ye, Yuyang, et al.
Published: (2024)
LLM-EDT: Large Language Model Enhanced Cross-domain Sequential Recommendation with Dual-phase Training
by: Liu, Ziwei, et al.
Published: (2025)
by: Liu, Ziwei, et al.
Published: (2025)
LLM4DSR: Leveraging Large Language Model for Denoising Sequential Recommendation
by: Wang, Bohao, et al.
Published: (2024)
by: Wang, Bohao, et al.
Published: (2024)
Dual Contrastive Transformer for Hierarchical Preference Modeling in Sequential Recommendation
by: Huang, Chengkai, et al.
Published: (2024)
by: Huang, Chengkai, et al.
Published: (2024)
Modeling User Viewing Flow Using Large Language Models for Article Recommendation
by: Liu, Zhenghao, et al.
Published: (2023)
by: Liu, Zhenghao, et al.
Published: (2023)
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 Partially Aligned Item Representation for Cross-Domain Sequential Recommendation
by: Yin, Mingjia, et al.
Published: (2024)
by: Yin, Mingjia, et al.
Published: (2024)
Enhancing ID-based Recommendation with Large Language Models
by: Chen, Lei, et al.
Published: (2024)
by: Chen, Lei, et al.
Published: (2024)
SRBench: A Comprehensive Benchmark for Sequential Recommendation with Large Language Models
by: Li, Jianhong, et al.
Published: (2026)
by: Li, Jianhong, et al.
Published: (2026)
Lost in Sequence: Do Large Language Models Understand Sequential Recommendation?
by: Kim, Sein, et al.
Published: (2025)
by: Kim, Sein, et al.
Published: (2025)
Integrating Item Relevance in Training Loss for Sequential Recommender Systems
by: Bacciu, Andrea, et al.
Published: (2023)
by: Bacciu, Andrea, et al.
Published: (2023)
Enhanced Recommendation Combining Collaborative Filtering and Large Language Models
by: Lin, Xueting, et al.
Published: (2024)
by: Lin, Xueting, et al.
Published: (2024)
Knowledge-Enhanced Conversational Recommendation via Transformer-based Sequential Modelling
by: Zou, Jie, et al.
Published: (2024)
by: Zou, Jie, et al.
Published: (2024)
LLM2Rec: Large Language Models Are Powerful Embedding Models for Sequential Recommendation
by: He, Yingzhi, et al.
Published: (2025)
by: He, Yingzhi, et al.
Published: (2025)
An item is worth one token in Multimodal Large Language Models-based Sequential Recommendation
by: Zhong, Qiyong, et al.
Published: (2025)
by: Zhong, Qiyong, et al.
Published: (2025)
Enhancing Serendipity Recommendation System by Constructing Dynamic User Knowledge Graphs with Large Language Models
by: Yong, Qian, et al.
Published: (2025)
by: Yong, Qian, et al.
Published: (2025)
Full-Stack Optimized Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation
by: Shan, Rong, et al.
Published: (2025)
by: Shan, Rong, et al.
Published: (2025)
Alleviating User-Sensitive bias with Fair Generative Sequential Recommendation Model
by: Liu, Yang, et al.
Published: (2025)
by: Liu, Yang, et al.
Published: (2025)
Pre-train, Align, and Disentangle: Empowering Sequential Recommendation with Large Language Models
by: Wang, Yuhao, et al.
Published: (2024)
by: Wang, Yuhao, et al.
Published: (2024)
Fusion and Alignment Enhancement with Large Language Models for Tail-item Sequential Recommendation
by: Wei, Zhifu, et al.
Published: (2026)
by: Wei, Zhifu, et al.
Published: (2026)
M-$LLM^3$REC: A Motivation-Aware User-Item Interaction Framework for Enhancing Recommendation Accuracy with LLMs
by: Chen, Lining, et al.
Published: (2025)
by: Chen, Lining, et al.
Published: (2025)
ReLLa: Retrieval-enhanced Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation
by: Lin, Jianghao, et al.
Published: (2023)
by: Lin, Jianghao, et al.
Published: (2023)
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models
by: Zhang, Tong
Published: (2025)
by: Zhang, Tong
Published: (2025)
Large Language Model Enhanced Recommender Systems: A Survey
by: Liu, Qidong, et al.
Published: (2024)
by: Liu, Qidong, et al.
Published: (2024)
Efficient Sequential Recommendation for Long Term User Interest Via Personalization
by: Zhang, Qiang, et al.
Published: (2026)
by: Zhang, Qiang, et al.
Published: (2026)
Unlocking the Potential of Large Language Models for Explainable Recommendations
by: Luo, Yucong, et al.
Published: (2023)
by: Luo, Yucong, et al.
Published: (2023)
SeqUDA-Rec: Sequential User Behavior Enhanced Recommendation via Global Unsupervised Data Augmentation for Personalized Content Marketing
by: Luo, Ruihan, et al.
Published: (2025)
by: Luo, Ruihan, et al.
Published: (2025)
DELRec: Distilling Sequential Pattern to Enhance LLMs-based Sequential Recommendation
by: Zhang, Haoyi, et al.
Published: (2024)
by: Zhang, Haoyi, et al.
Published: (2024)
Universal Item Tokenization for Transferable Generative Recommendation
by: Zheng, Bowen, et al.
Published: (2025)
by: Zheng, Bowen, et al.
Published: (2025)
Intent-Enhanced Data Augmentation for Sequential Recommendation
by: Chen, Shuai, et al.
Published: (2024)
by: Chen, Shuai, et al.
Published: (2024)
Similar Items
-
HLLM-Creator: Hierarchical LLM-based Personalized Creative Generation
by: Chen, Junyi, et al.
Published: (2025) -
Bidirectional Knowledge Distillation for Enhancing Sequential Recommendation with Large Language Models
by: Wu, Jiongran, et al.
Published: (2025) -
Hierarchical Tree Search-based User Lifelong Behavior Modeling on Large Language Model
by: Xia, Yu, et al.
Published: (2025) -
Enhancing Sequential Recommender with Large Language Models for Joint Video and Comment Recommendation
by: Zheng, Bowen, et al.
Published: (2024) -
Empowering Denoising Sequential Recommendation with Large Language Model Embeddings
by: Wu, Tongzhou, et al.
Published: (2025)