Multimodal Large Language Models with Adaptive Preference Optimization for Sequential Recommendation
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Yu, Yang, Yonghui, Wu, Le, Zhang, Yi, Liu, Fei, Hong, Richang |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MLLMRec-R1: Incentivizing Reasoning Capability in Large Language Models for Multimodal Sequential Recommendation
by: Wang, Yu, et al.
Published: (2026)
by: Wang, Yu, et al.
Published: (2026)
Graph Bottlenecked Social Recommendation
by: Yang, Yonghui, et al.
Published: (2024)
by: Yang, Yonghui, et al.
Published: (2024)
Less is More: Information Bottleneck Denoised Multimedia Recommendation
by: Yang, Yonghui, et al.
Published: (2025)
by: Yang, Yonghui, et al.
Published: (2025)
A Survey on Generative Recommendation: Data, Model, and Tasks
by: Hou, Min, et al.
Published: (2025)
by: Hou, Min, et al.
Published: (2025)
Invariance Matters: Empowering Social Recommendation via Graph Invariant Learning
by: Yang, Yonghui, et al.
Published: (2025)
by: Yang, Yonghui, 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)
Rethinking Large Language Model Architectures for Sequential Recommendations
by: Wang, Hanbing, et al.
Published: (2024)
by: Wang, Hanbing, et al.
Published: (2024)
CLEAR: Null-Space Projection for Cross-Modal De-Redundancy in Multimodal Recommendation
by: Zhan, Hao, et al.
Published: (2026)
by: Zhan, Hao, et al.
Published: (2026)
Double Correction Framework for Denoising Recommendation
by: He, Zhuangzhuang, et al.
Published: (2024)
by: He, Zhuangzhuang, et al.
Published: (2024)
Distillation Matters: Empowering Sequential Recommenders to Match the Performance of Large Language Model
by: Cui, Yu, et al.
Published: (2024)
by: Cui, Yu, et al.
Published: (2024)
LoRec: Large Language Model for Robust Sequential Recommendation against Poisoning Attacks
by: Zhang, Kaike, et al.
Published: (2024)
by: Zhang, Kaike, et al.
Published: (2024)
Sequential Recommendation with Latent Relations based on Large Language Model
by: Yang, Shenghao, et al.
Published: (2024)
by: Yang, Shenghao, et al.
Published: (2024)
LISRec: Modeling User Preferences with Learned Item Shortcuts for Sequential Recommendation
by: Xin, Haidong, et al.
Published: (2025)
by: Xin, Haidong, et al.
Published: (2025)
Reason4Rec: Large Language Models for Recommendation with Deliberative User Preference Alignment
by: Fang, Yi, et al.
Published: (2025)
by: Fang, Yi, et al.
Published: (2025)
Align-for-Fusion: Harmonizing Triple Preferences via Dual-oriented Diffusion for Cross-domain Sequential Recommendation
by: Zha, Yongfu, et al.
Published: (2025)
by: Zha, Yongfu, et al.
Published: (2025)
AsarRec: Adaptive Sequential Augmentation for Robust Self-supervised Sequential Recommendation
by: Zhang, Kaike, et al.
Published: (2025)
by: Zhang, Kaike, et al.
Published: (2025)
MMSRARec: Summarization and Retrieval Augumented Sequential Recommendation Based on Multimodal Large Language Model
by: Wang, Haoyu, et al.
Published: (2025)
by: Wang, Haoyu, et al.
Published: (2025)
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)
Aligning Multimodal Sequential Recommendations via Robust Direct Preference Optimization with Sparse MoE
by: Huang, Hejin, et al.
Published: (2026)
by: Huang, Hejin, et al.
Published: (2026)
Multimodality Invariant Learning for Multimedia-Based New Item Recommendation
by: Bai, Haoyue, et al.
Published: (2024)
by: Bai, Haoyue, 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)
Intent Representation Learning with Large Language Model for Recommendation
by: Wang, Yu, et al.
Published: (2025)
by: Wang, Yu, et al.
Published: (2025)
Preference Trajectory Modeling via Flow Matching for Sequential Recommendation
by: Li, Li, et al.
Published: (2025)
by: Li, Li, et al.
Published: (2025)
ULMRec: User-centric Large Language Model for Sequential Recommendation
by: Shao, Minglai, et al.
Published: (2024)
by: Shao, Minglai, et al.
Published: (2024)
Selective Mixup for Debiasing Question Selection in Computerized Adaptive Testing
by: Tian, Mi, et al.
Published: (2025)
by: Tian, Mi, et al.
Published: (2025)
MemoCRS: Memory-enhanced Sequential Conversational Recommender Systems with Large Language Models
by: Xi, Yunjia, et al.
Published: (2024)
by: Xi, Yunjia, et al.
Published: (2024)
RecCocktail: A Generalizable and Efficient Framework for LLM-Based Recommendation
by: Hou, Min, et al.
Published: (2025)
by: Hou, Min, et al.
Published: (2025)
Oracle-guided Dynamic User Preference Modeling for Sequential Recommendation
by: Xia, Jiafeng, et al.
Published: (2024)
by: Xia, Jiafeng, et al.
Published: (2024)
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models
by: Zhang, Tong
Published: (2025)
by: Zhang, Tong
Published: (2025)
A Practice-Friendly LLM-Enhanced Paradigm with Preference Parsing for Sequential Recommendation
by: Liu, Dugang, et al.
Published: (2024)
by: Liu, Dugang, et al.
Published: (2024)
Generate and Instantiate What You Prefer: Text-Guided Diffusion for Sequential Recommendation
by: Hu, Guoqing, et al.
Published: (2024)
by: Hu, Guoqing, et al.
Published: (2024)
K-order Ranking Preference Optimization for Large Language Models
by: Cai, Shihao, et al.
Published: (2025)
by: Cai, Shihao, et al.
Published: (2025)
Multimodal Recommendation via Self-Corrective Preference Alignmen
by: Guan, Yalong, et al.
Published: (2025)
by: Guan, Yalong, et al.
Published: (2025)
It is Never Too Late to Mend: Separate Learning for Multimedia Recommendation
by: He, Zhuangzhuang, et al.
Published: (2024)
by: He, Zhuangzhuang, et al.
Published: (2024)
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)
Reinforced Preference Optimization for Recommendation
by: Tan, Junfei, et al.
Published: (2025)
by: Tan, Junfei, 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)
Multimodal Fusion And Sparse Attention-based Alignment Model for Long Sequential Recommendation
by: Fu, Yongrui, et al.
Published: (2025)
by: Fu, Yongrui, et al.
Published: (2025)
LLM-ESR: Large Language Models Enhancement for Long-tailed Sequential Recommendation
by: Liu, Qidong, et al.
Published: (2024)
by: Liu, Qidong, et al.
Published: (2024)
Multi-Grained Preference Enhanced Transformer for Multi-Behavior Sequential Recommendation
by: He, Chuan, et al.
Published: (2024)
by: He, Chuan, et al.
Published: (2024)
Similar Items
-
MLLMRec-R1: Incentivizing Reasoning Capability in Large Language Models for Multimodal Sequential Recommendation
by: Wang, Yu, et al.
Published: (2026) -
Graph Bottlenecked Social Recommendation
by: Yang, Yonghui, et al.
Published: (2024) -
Less is More: Information Bottleneck Denoised Multimedia Recommendation
by: Yang, Yonghui, et al.
Published: (2025) -
A Survey on Generative Recommendation: Data, Model, and Tasks
by: Hou, Min, et al.
Published: (2025) -
Invariance Matters: Empowering Social Recommendation via Graph Invariant Learning
by: Yang, Yonghui, et al.
Published: (2025)