Cover Image

An item is worth one token in Multimodal Large Language Models-based Sequential Recommendation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhong, Qiyong, Su, Jiajie, Yang, Ming, Ma, Yunshan, Zheng, Xiaolin, Chen, Chaochao
Format:	Preprint
Published:	2025
Subjects:	Information Retrieval Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Distilling Transitional Pattern to Large Language Models for Multimodal Session-based Recommendation
by: Su, Jiajie, et al.
Published: (2025)

Personalized Behavior-Aware Transformer for Multi-Behavior Sequential Recommendation
by: Su, Jiajie, et al.
Published: (2024)

Pctx: Tokenizing Personalized Context for Generative Recommendation
by: Zhong, Qiyong, et al.
Published: (2025)

Enhancing Attributed Graph Networks with Alignment and Uniformity Constraints for Session-based Recommendation
by: Zhao, Xinping, et al.
Published: (2024)

LLM2Rec: Large Language Models Are Powerful Embedding Models for Sequential Recommendation
by: He, Yingzhi, et al.
Published: (2025)

Sequential Recommendation with Latent Relations based on Large Language Model
by: Yang, Shenghao, et al.
Published: (2024)

Fusion and Alignment Enhancement with Large Language Models for Tail-item Sequential Recommendation
by: Wei, Zhifu, et al.
Published: (2026)

Harnessing Multimodal Large Language Models for Multimodal Sequential Recommendation
by: Ye, Yuyang, et al.
Published: (2024)

Multimodal Large Language Models with Adaptive Preference Optimization for Sequential Recommendation
by: Wang, Yu, et al.
Published: (2025)

Fine-tuning Multimodal Large Language Models for Product Bundling
by: Liu, Xiaohao, et al.
Published: (2024)

A Survey on Cross-Domain Sequential Recommendation
by: Chen, Shu, et al.
Published: (2024)

MLLMRec-R1: Incentivizing Reasoning Capability in Large Language Models for Multimodal Sequential Recommendation
by: Wang, Yu, et al.
Published: (2026)

Harnessing Large Language Models for Text-Rich Sequential Recommendation
by: Zheng, Zhi, et al.
Published: (2024)

Enhancing Sequential Recommendation with World Knowledge from Large Language Models
by: Dai, Tianjie, et al.
Published: (2025)

A Practice-Friendly LLM-Enhanced Paradigm with Preference Parsing for Sequential Recommendation
by: Liu, Dugang, et al.
Published: (2024)

A Survey on Multi-Behavior Sequential Recommendation
by: Chen, Xiaoqing, et al.
Published: (2023)

Reproducibility Companion Paper:In-processing User Constrained Dominant Sets for User-Oriented Fairness in Recommender Systems
by: Liu, Yixiu, et al.
Published: (2025)

Enhancing Sequential Recommender with Large Language Models for Joint Video and Comment Recommendation
by: Zheng, Bowen, et al.
Published: (2024)

Privacy-Preserving Cross-Domain Sequential Recommendation
by: Lin, Zhaohao, et al.
Published: (2024)

A Survey on Sequential Recommendation
by: Pan, Liwei, et al.
Published: (2024)

Rethinking Large Language Model Architectures for Sequential Recommendations
by: Wang, Hanbing, et al.
Published: (2024)

Post-Training Attribute Unlearning in Recommender Systems
by: Chen, Chaochao, et al.
Published: (2024)

MMSRARec: Summarization and Retrieval Augumented Sequential Recommendation Based on Multimodal Large Language Model
by: Wang, Haoyu, et al.
Published: (2025)

ULMRec: User-centric Large Language Model for Sequential Recommendation
by: Shao, Minglai, et al.
Published: (2024)

DMESR: Dual-view MLLM-based Enhancing Framework for Multimodal Sequential Recommendation
by: Huang, Mingyao, et al.
Published: (2026)

Diagnostic-Guided Dynamic Profile Optimization for LLM-based User Simulators in Sequential Recommendation
by: Liu, Hongyang, et al.
Published: (2025)

Diffusion-based Contrastive Learning for Sequential Recommendation
by: Cui, Ziqiang, et al.
Published: (2024)

A Neural Matrix Decomposition Recommender System Model based on the Multimodal Large Language Model
by: Xiang, Ao, et al.
Published: (2024)

Distillation Matters: Empowering Sequential Recommenders to Match the Performance of Large Language Model
by: Cui, Yu, et al.
Published: (2024)

Multimodal Fusion And Sparse Attention-based Alignment Model for Long Sequential Recommendation
by: Fu, Yongrui, et al.
Published: (2025)

Reproducibility Companion Paper: Making Users Indistinguishable: Attribute-wise Unlearning in Recommender Systems
by: Li, Yuyuan, et al.
Published: (2025)

Bridge the Domains: Large Language Models Enhanced Cross-domain Sequential Recommendation
by: Liu, Qidong, et al.
Published: (2025)

Empowering Large Language Model for Sequential Recommendation via Multimodal Embeddings and Semantic IDs
by: Wang, Yuhao, et al.
Published: (2025)

On-Device Large Language Models for Sequential Recommendation
by: Xia, Xin, et al.
Published: (2026)

Adapting Large Language Models by Integrating Collaborative Semantics for Recommendation
by: Zheng, Bowen, et al.
Published: (2023)

Diffusion Models for Generative Outfit Recommendation
by: Xu, Yiyan, et al.
Published: (2024)

Sample Enrichment via Temporary Operations on Subsequences for Sequential Recommendation
by: Chen, Shu, et al.
Published: (2024)

Self-Supervised Representation Learning with ID-Content Modality Alignment for Sequential Recommendation
by: Zhou, Donglin, et al.
Published: (2025)

Large Language Model Empowered Recommendation Meets All-domain Continual Pre-Training
by: Ma, Haokai, et al.
Published: (2025)

Adaptive Domain Scaling for Personalized Sequential Modeling in Recommenders
by: Chai, Zheng, et al.
Published: (2025)