Cover Image

Structured Spectral Reasoning for Frequency-Adaptive Multimodal Recommendation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yang, Wei, Zhong, Rui, Chen, Yiqun, Lu, Chi, Jiang, Peng
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

FITMM: Adaptive Frequency-Aware Multimodal Recommendation via Information-Theoretic Representation Learning
by: Yang, Wei, et al.
Published: (2026)

TimeMM: Time-as-Operator Spectral Filtering for Dynamic Multimodal Recommendation
by: Yang, Wei, et al.
Published: (2026)

Hierarchical Tree Search-based User Lifelong Behavior Modeling on Large Language Model
by: Xia, Yu, et al.
Published: (2025)

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

Multimodal Representation-disentangled Information Bottleneck for Multimodal Recommendation
by: Wang, Hui, 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)

Hierarchical Structured Neural Network: Efficient Retrieval Scaling for Large Scale Recommendation
by: Rangadurai, Kaushik, et al.
Published: (2024)

LLM-Powered User Simulator for Recommender System
by: Zhang, Zijian, et al.
Published: (2024)

Explainable Session-based Recommendation via Path Reasoning
by: Cao, Yang, et al.
Published: (2024)

Think before Recommendation: Autonomous Reasoning-enhanced Recommender
by: Kong, Xiaoyu, et al.
Published: (2025)

Multimodal Enhancement of Sequential Recommendation
by: Sahyouni, Bucher, et al.
Published: (2026)

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

Reason-to-Recommend: Using Interaction-of-Thought Reasoning to Enhance LLM Recommendation
by: Zhao, Keyu, et al.
Published: (2025)

Sequences as Nodes for Contrastive Multimodal Graph Recommendation
by: Sahyouni, Bucher, et al.
Published: (2026)

Gated Multimodal Graph Learning for Personalized Recommendation
by: Liu, Sibei, et al.
Published: (2025)

Iterative Semantic Reasoning from Individual to Group Interests for Generative Recommendation with LLMs
by: Zhu, Xiaofei, et al.
Published: (2026)

Exploiting Inter-Session Information with Frequency-enhanced Dual-Path Networks for Sequential Recommendation
by: He, Peng, et al.
Published: (2025)

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

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems
by: Gu, Hao, et al.
Published: (2025)

DisenReason: Behavior Disentanglement and Latent Reasoning for Shared-Account Sequential Recommendation
by: Cheng, Jiawei, et al.
Published: (2026)

On Reasoning Behind Next Occupation Recommendation
by: Dong, Shan, et al.
Published: (2026)

Leveraging Multimodal Data and Side Users for Diffusion Cross-Domain Recommendation
by: Zhang, Fan, et al.
Published: (2025)

Rethinking Purity and Diversity in Multi-Behavior Sequential Recommendation from the Frequency Perspective
by: Han, Yongqiang, et al.
Published: (2025)

Cross-Modal Attention Network with Dual Graph Learning in Multimodal Recommendation
by: Dai, Ji, et al.
Published: (2026)

GSPRec: Temporal-Aware Graph Spectral Filtering for Recommendation
by: Rabiah, Ahmad Bin, et al.
Published: (2025)

How Do Recommendation Models Amplify Popularity Bias? An Analysis from the Spectral Perspective
by: Lin, Siyi, et al.
Published: (2024)

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

Multimodal Recommender Systems: A Survey
by: Liu, Qidong, et al.
Published: (2023)

Asymmetric Diffusion Recommendation Model
by: Zhu, Yongchun, et al.
Published: (2025)

Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation
by: Tang, Jiakai, et al.
Published: (2025)

Reasoning over Semantic IDs Enhances Generative Recommendation
by: He, Yingzhi, et al.
Published: (2026)

RecMind: Large Language Model Powered Agent For Recommendation
by: Wang, Yancheng, et al.
Published: (2023)

Decision-aware User Simulation Agent for Evaluating Conversational Recommender Systems
by: Li, Yuan-Chi, et al.
Published: (2026)

Hi-SAM: A Hierarchical Structure-Aware Multi-modal Framework for Large-Scale Recommendation
by: Pan, Pingjun, et al.
Published: (2026)

LLMs for User Interest Exploration in Large-scale Recommendation Systems
by: Wang, Jianling, et al.
Published: (2024)

SAFERec: Self-Attention and Frequency Enriched Model for Next Basket Recommendation
by: Lashinin, Oleg, et al.
Published: (2024)

Agent4POI: Agentic Context-Conditioned Affordance Reasoning for Multimodal Point-of-Interest Recommendation
by: Wang, Jinze, et al.
Published: (2026)

Uncertainty-aware Generative Learning Path Recommendation with Cognition-Adaptive Diffusion
by: Xiong, Xiangrui, et al.
Published: (2026)

Comparative Explanations via Counterfactual Reasoning in Recommendations
by: Yu, Yi, et al.
Published: (2025)

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