Cover Image

FITRep: Attention-Guided Item Representation via MLLMs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Guoxiao, Li, Ao, Qu, Tan, Xie, Qianlong, Wang, Xingxing
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

RIA: A Ranking-Infused Approach for Optimized listwise CTR Prediction
by: Zhang, Guoxiao, et al.
Published: (2025)

Proactive Guiding Strategy for Item-side Fairness in Interactive Recommendation
by: Xia, Chongjun, et al.
Published: (2026)

Multi-modal Relational Item Representation Learning for Inferring Substitutable and Complementary Items
by: Wang, Junting, et al.
Published: (2025)

Conditional Memory Enhanced Item Representation for Generative Recommendation
by: Liu, Ziwei, et al.
Published: (2026)

Token-Efficient Item Representation via Images for LLM Recommender Systems
by: Kim, Kibum, et al.
Published: (2025)

Learning Partially Aligned Item Representation for Cross-Domain Sequential Recommendation
by: Yin, Mingjia, et al.
Published: (2024)

RL-MPCA: A Reinforcement Learning Based Multi-Phase Computation Allocation Approach for Recommender Systems
by: Zhou, Jiahong, et al.
Published: (2023)

AgentDR: Dynamic Recommendation with Implicit Item-Item Relations via LLM-based Agents
by: Yang, Mingdai, et al.
Published: (2025)

Prompt Tuning for Item Cold-start Recommendation
by: Jiang, Yuezihan, et al.
Published: (2024)

HGCL: Hierarchical Graph Contrastive Learning for User-Item Recommendation
by: Xue, Jiawei, et al.
Published: (2025)

Multi-Item-Query Attention for Stable Sequential Recommendation
by: Xu, Mingshi, et al.
Published: (2025)

A Simple Contrastive Framework Of Item Tokenization For Generative Recommendation
by: Zhai, Penglong, et al.
Published: (2025)

ItemRAG: Item-Based Retrieval-Augmented Generation for LLM-Based Recommendation
by: Kim, Sunwoo, et al.
Published: (2025)

UniER: A Unified Benchmark for Item-level and Path-level Exercise Recommendation
by: Cheng, Xinghe, et al.
Published: (2026)

Position-Aware Sequential Attention for Accurate Next Item Recommendations
by: Nabiev, Timur, et al.
Published: (2026)

MGRetrieval: Memory-Guided Reflective Retrieval for Long-Term Dialogue Agents
by: Wang, Tan, et al.
Published: (2026)

Structure Guided Retrieval-Augmented Generation for Factual Queries
by: Xie, Miao, et al.
Published: (2026)

LLM-I2I: Boost Your Small Item2Item Recommendation Model with Large Language Model
by: Feng, Yinfu, et al.
Published: (2025)

LLM-Aligned Geographic Item Tokenization for Local-Life Recommendation
by: Jiang, Hao, et al.
Published: (2025)

Pre-training Generative Recommender with Multi-Identifier Item Tokenization
by: Zheng, Bowen, et al.
Published: (2025)

Multimodality Invariant Learning for Multimedia-Based New Item Recommendation
by: Bai, Haoyue, et al.
Published: (2024)

HLLM: Enhancing Sequential Recommendations via Hierarchical Large Language Models for Item and User Modeling
by: Chen, Junyi, et al.
Published: (2024)

Balancing Accuracy and Novelty with Sub-Item Popularity
by: Mallamaci, Chiara, et al.
Published: (2025)

Universal Item Tokenization for Transferable Generative Recommendation
by: Zheng, Bowen, et al.
Published: (2025)

LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations
by: Wang, Xinyuan, et al.
Published: (2024)

Engineering Serendipity through Recommendations of Items with Atypical Aspects
by: Aditya, Ramit, et al.
Published: (2025)

A Recommender System for NFT Collectibles with Item Feature
by: Choi, Minjoo, et al.
Published: (2024)

Semantic Item Graph Enhancement for Multimodal Recommendation
by: Zhang, Xiaoxiong, et al.
Published: (2025)

GenRecEdit: Adapting Model Editing for Generative Recommendation with Cold-Start Items
by: Shen, Chenglei, et al.
Published: (2026)

Integrating Item Relevance in Training Loss for Sequential Recommender Systems
by: Bacciu, Andrea, et al.
Published: (2023)

HoMer: Addressing Heterogeneities by Modeling Sequential and Set-wise Contexts for CTR Prediction
by: Chen, Shuwei, et al.
Published: (2025)

HeadRank: Decoding-Free Passage Reranking via Preference-Aligned Attention Heads
by: Wang, Juyuan, et al.
Published: (2026)

Bundle Recommendation with Item-level Causation-enhanced Multi-view Learning
by: Nguyen, Huy-Son, et al.
Published: (2024)

Evaluating Scene-based In-Situ Item Labeling for Immersive Conversational Recommendation
by: Liang, Jiazhou, et al.
Published: (2026)

M^2VAE: Multi-Modal Multi-View Variational Autoencoder for Cold-start Item Recommendation
by: He, Chuan, et al.
Published: (2025)

Finding Interest Needle in Popularity Haystack: Improving Retrieval by Modeling Item Exposure
by: Agarwal, Rahul, et al.
Published: (2025)

Multimodal Generative Retrieval Model with Staged Pretraining for Food Delivery on Meituan
by: Chen, Boyu, et al.
Published: (2026)

Item Cluster-aware Prompt Learning for Session-based Recommendation
by: Yang, Wooseong, et al.
Published: (2024)

AttentionRetriever: Attention Layers are Secretly Long Document Retrievers
by: Fu, David Jiahao, et al.
Published: (2026)

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