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Multimodal Recommender Systems: A Survey
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1007/978-981-97-7235-3_13openalex-snapshot
TransRec: Learning Transferable Recommendation from Mixture-of-Modality Feedback
inferredcites →https://doi.org/10.1007/s10489-020-01703-6openalex-snapshot
Multi-view visual Bayesian personalized ranking for restaurant recommendation
inferredcites →https://doi.org/10.1016/j.ins.2021.09.006openalex-snapshot
A two-stage embedding model for recommendation with multimodal auxiliary information
inferredcites →https://doi.org/10.1016/j.ipm.2020.102277openalex-snapshot
MGAT: Multimodal Graph Attention Network for Recommendation
inferredcites →https://doi.org/10.1109/access.2019.2893355openalex-snapshot
Interest-Related Item Similarity Model Based on Multimodal Data for Top-N Recommendation
inferredcites →https://doi.org/10.1109/access.2020.3039388openalex-snapshot
An Enhanced Multi-Modal Recommendation Based on Alternate Training With Knowledge Graph Representation
inferredcites →https://doi.org/10.1109/ccet55412.2022.9906399openalex-snapshot
Multi-modal Graph Attention Network for Video Recommendation
inferredcites →https://doi.org/10.1109/cvpr.2016.90openalex-snapshot
Deep Residual Learning for Image Recognition
inferredcites →https://doi.org/10.1109/icme51207.2021.9428193openalex-snapshot
Multimodal Disentangled Representation for Recommendation
inferredcites →https://doi.org/10.1109/mc.2009.263openalex-snapshot
Matrix Factorization Techniques for Recommender Systems
inferredcites →https://doi.org/10.1109/tii.2020.3008923openalex-snapshot
Recommendation by Users’ Multimodal Preferences for Smart City Applications
inferredcites →https://doi.org/10.1109/tkde.2019.2906190openalex-snapshot
Explainable Outfit Recommendation with Joint Outfit Matching and Comment Generation
inferredcites →https://doi.org/10.1109/tkde.2022.3221949openalex-snapshot
Latent Structure Mining With Contrastive Modality Fusion for Multimedia Recommendation
inferredcites →https://doi.org/10.1109/tmm.2021.3111487openalex-snapshot
Multi-Modal Variational Graph Auto-Encoder for Recommendation Systems
inferredcites →https://doi.org/10.1109/tmm.2021.3138298openalex-snapshot
DualGNN: Dual Graph Neural Network for Multimedia Recommendation
inferredcites →https://doi.org/10.1109/tmm.2022.3217449openalex-snapshot
Disentangled Multimodal Representation Learning for Recommendation
inferredcites →https://doi.org/10.1109/tpami.2022.3153112openalex-snapshot
Disentangled Representation Learning for Recommendation
inferredcites →https://doi.org/10.1145/3292500.3330652openalex-snapshot
POG: Personalized Outfit Generation for Fashion Recommendation at Alibaba iFashion
inferredcites →https://doi.org/10.1145/3308558.3313411openalex-snapshot
Multi-Task Feature Learning for Knowledge Graph Enhanced Recommendation
inferredcites →https://doi.org/10.1145/3308558.3313513openalex-snapshot
User-Video Co-Attention Network for Personalized Micro-video Recommendation
inferredcites →https://doi.org/10.1145/3331184.3331254openalex-snapshot
Personalized Fashion Recommendation with Visual Explanations based on Multimodal Attention Network
inferredcites →https://doi.org/10.1145/3340531.3411947openalex-snapshot
Multi-modal Knowledge Graphs for Recommender Systems
inferredcites →https://doi.org/10.1145/3340531.3412092openalex-snapshot
Deep Multi-Interest Network for Click-through Rate Prediction
inferredcites →https://doi.org/10.1145/3383313.3412239openalex-snapshot
Content-Collaborative Disentanglement Representation Learning for Enhanced Recommendation
inferredcites →https://doi.org/10.1145/3394171.3413556openalex-snapshot
Graph-Refined Convolutional Network for Multimedia Recommendation with Implicit Feedback
inferredcites →https://doi.org/10.1145/3397271.3401078openalex-snapshot
Transfer Learning via Contextual Invariants for One-to-Many Cross-Domain Recommendation
inferredcites →https://doi.org/10.1145/3397271.3401198openalex-snapshot
Bundle Recommendation with Graph Convolutional Networks
inferredcites →https://doi.org/10.1145/3407190openalex-snapshot
Recommender Systems Leveraging Multimedia Content
inferredcites →https://doi.org/10.1145/3459637.3482151openalex-snapshot
Multimodal Graph Meta Contrastive Learning
inferredcites →https://doi.org/10.1145/3474085.3475259openalex-snapshot
Mining Latent Structures for Multimedia Recommendation
inferredcites →https://doi.org/10.1145/3474085.3475431openalex-snapshot
Understanding Chinese Video and Language via Contrastive Multimodal Pre-Training
inferredcites →https://doi.org/10.1145/3474085.3475709openalex-snapshot
Pre-training Graph Transformer with Multimodal Side Information for Recommendation
inferredcites →https://doi.org/10.1145/3477495.3531867openalex-snapshot
Multimodal Entity Linking with Gated Hierarchical Fusion and Contrastive Training
inferredcites →https://doi.org/10.1145/3477495.3531896openalex-snapshot
MM-Rec: Visiolinguistic Model Empowered Multimodal News Recommendation
inferredcites →https://doi.org/10.1145/3477495.3531992openalex-snapshot
Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion
inferredcites →https://doi.org/10.1145/3477495.3532027openalex-snapshot
Multi-modal Graph Contrastive Learning for Micro-video Recommendation
inferredcites →https://doi.org/10.1145/3485447.3512079openalex-snapshot
Modality Matches Modality: Pretraining Modality-Disentangled Item Representations for Recommendation
inferredcites →https://doi.org/10.1145/3503161.3548119openalex-snapshot
Learning Hybrid Behavior Patterns for Multimedia Recommendation
inferredcites →https://doi.org/10.1145/3503161.3548273openalex-snapshot
Cross-modal Knowledge Graph Contrastive Learning for Machine Learning Method Recommendation
inferredcites →https://doi.org/10.1145/3511808.3557101openalex-snapshot
Multimodal Meta-Learning for Cold-Start Sequential Recommendation
inferredcites →https://doi.org/10.1145/3512527.3531378openalex-snapshot
Multi-Modal Contrastive Pre-training for Recommendation
inferredcites →https://doi.org/10.1145/3534678.3539101openalex-snapshot
Combo-Fashion: Fashion Clothes Matching CTR Prediction with Item History
inferredcites →https://doi.org/10.1145/3539618.3591739openalex-snapshot
Multimodal Counterfactual Learning Network for Multimedia-based Recommendation
inferredcites →https://doi.org/10.1145/3539618.3591950openalex-snapshot
Attention-guided Multi-step Fusion: A Hierarchical Fusion Network for Multimodal Recommendation
inferredcites →https://doi.org/10.1145/3543507.3583206openalex-snapshot
Multi-Modal Self-Supervised Learning for Recommendation
inferredcites →https://doi.org/10.1145/3543507.3583251openalex-snapshot
Bootstrap Latent Representations for Multi-modal Recommendation
inferredcites →https://doi.org/10.1145/3543507.3583378openalex-snapshot
MMMLP: Multi-modal Multilayer Perceptron for Sequential Recommendations
inferredcites →https://doi.org/10.1145/3543507.3583554openalex-snapshot
IMF: Interactive Multimodal Fusion Model for Link Prediction
inferredcites →https://doi.org/10.1145/3544106openalex-snapshot
MEGCF: Multimodal Entity Graph Collaborative Filtering for Personalized Recommendation
inferredcites →https://doi.org/10.1145/3581783.3611886openalex-snapshot
Semantic-Guided Feature Distillation for Multimodal Recommendation
inferredcites →https://doi.org/10.1145/3581783.3611943openalex-snapshot
A Tale of Two Graphs: Freezing and Denoising Graph Structures for Multimodal Recommendation
inferredcites →https://doi.org/10.1145/3581783.3612337openalex-snapshot
Enhancing Adversarial Robustness of Multi-modal Recommendation via Modality Balancing
inferredcites →https://doi.org/10.1145/3581783.3613915openalex-snapshot
Multi-View Graph Convolutional Network for Multimedia Recommendation
inferredcites →https://doi.org/10.1145/3583780.3614775openalex-snapshot
Adaptive Multi-Modalities Fusion in Sequential Recommendation Systems
inferredcites →https://doi.org/10.1145/3583780.3614978openalex-snapshot
Multi-modal Mixture of Experts Represetation Learning for Sequential Recommendation
inferredcites →https://doi.org/10.1145/3589334.3645359openalex-snapshot
PromptMM: Multi-Modal Knowledge Distillation for Recommendation with Prompt-Tuning
inferredcites →https://doi.org/10.1145/3589334.3645553openalex-snapshot
Mirror Gradient: Towards Robust Multimodal Recommender Systems via Exploring Flat Local Minima
inferredcites →https://doi.org/10.1145/3589335.3648321openalex-snapshot
Large Multimodal Model Compression via Iterative Efficient Pruning and Distillation
inferredcites →https://doi.org/10.1145/3611380.3628561openalex-snapshot
MMRec: Simplifying Multimodal Recommendation
inferredcites →https://doi.org/10.1145/3624733openalex-snapshot
A Review of Modern Fashion Recommender Systems
inferredcites →https://doi.org/10.1145/3682075openalex-snapshot
Multimodal Pre-training for Sequential Recommendation via Contrastive Learning
inferredcites →https://doi.org/10.1609/aaai.v35i5.16549openalex-snapshot
Noninvasive Self-attention for Side Information Fusion in Sequential Recommendation
inferredcites →https://doi.org/10.18653/v1/2022.findings-acl.29openalex-snapshot
MINER: Multi-Interest Matching Network for News Recommendation
inferredcites →https://doi.org/10.24963/ijcai.2019/650openalex-snapshot
Explainable Fashion Recommendation: A Semantic Attribute Region Guided Approach
inferredcites →https://doi.org/10.3115/v1/d14-1162openalex-snapshot
Glove: Global Vectors for Word Representation
inferredcites →https://doi.org/10.3115/v1/d14-1181openalex-snapshot
Convolutional Neural Networks for Sentence Classification
inferredcites →https://doi.org/10.3390/s21165275openalex-snapshot
CMBF: Cross-Modal-Based Fusion Recommendation Algorithm
inferredcites →https://doi.org/10.3991/ijet.v16i03.18851openalex-snapshot
A Review of Content-Based and Context-Based Recommendation Systems
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
inferred← citeshttps://doi.org/10.1002/widm.70116openalex-snapshot
Consumer Behavior Analysis in Digital Marketing Using AI and Big Data Analytics: A Narrative Review and Methodological Taxonomy
inferred← citeshttps://doi.org/10.1007/978-3-031-88708-6_27openalex-snapshot
A Multi-modal Recipe for Improved Multi-domain Recommendation
inferred← citeshttps://doi.org/10.1007/978-3-032-01922-6_26openalex-snapshot
Bi-Embedding and Metadata Enhancement for Collaborative Prediction
inferred← citeshttps://doi.org/10.1007/978-981-92-1468-6_1openalex-snapshot
Recommendation Systems Features: A Comprehensive Review
inferred← citeshttps://doi.org/10.1007/978-981-92-2885-0_19openalex-snapshot
MMLF-GNNT: A Multimodal Late-Fusion Graph Neural Network with Transformer for Sequential Recommendation
inferred← citeshttps://doi.org/10.1007/978-981-92-3432-5_37openalex-snapshot
CIDER: Causal Intervention and Diffusion-Enhanced Recommendation for Incomplete Modalities
inferred← citeshttps://doi.org/10.1007/978-981-95-4972-6_27openalex-snapshot
Personalized Federated Graph Learning for Heterogeneous Incomplete EHRs
inferred← citeshttps://doi.org/10.1007/978-981-97-7178-3_36openalex-snapshot
Deep Feature Extraction for Fashionable Fabrics: Using ResNet50, MobileNet, and CNN
inferred← citeshttps://doi.org/10.1007/s10115-024-02309-xopenalex-snapshot
Enhanced multimodal recommendation systems through reviews integration
inferred← citeshttps://doi.org/10.1007/s10115-025-02652-7openalex-snapshot
Fused modality-enhanced graph convolutional network for multimodal recommendation
inferred← citeshttps://doi.org/10.1007/s10115-026-02735-zopenalex-snapshot
Diffusion-based contrastive learning for multimodal recommendation
inferred← citeshttps://doi.org/10.1007/s10586-026-06481-3openalex-snapshot
Multimodal adaptive fusion knowledge-aware recommendation method
inferred← citeshttps://doi.org/10.1007/s10844-025-00990-0openalex-snapshot
Gotta embed them all! - knowledge-aware recommendations fusing heterogeneous multimodal item embeddings
inferred← citeshttps://doi.org/10.1007/s12293-026-00528-zopenalex-snapshot
A systematic framework for popularity prediction of travel short videos
inferred← citeshttps://doi.org/10.1007/s13042-026-03256-5openalex-snapshot
Alleviating popularity Bias for multimodal recommendation from disentangling perspective
inferred← citeshttps://doi.org/10.1007/s41019-025-00309-7openalex-snapshot
HUMP: Highlighted Users’ Modality Preference for Multi-modal Recommender Systems
inferred← citeshttps://doi.org/10.1016/j.asoc.2024.111910openalex-snapshot
Phase-wise attention GCN for recommendation denoising
inferred← citeshttps://doi.org/10.1016/j.asoc.2026.115803openalex-snapshot
Feature purification and modality cross-fusion dual-strategy for multimodal graph recommendation
inferred← citeshttps://doi.org/10.1016/j.eswa.2025.127884openalex-snapshot
A teaching quality evaluation framework for blended classroom modes with multi-domain heterogeneous data integration
inferred← citeshttps://doi.org/10.1016/j.eswa.2025.128080openalex-snapshot
DyBooster: Leveraging large language model as booster for dynamic recommendation
inferred← citeshttps://doi.org/10.1016/j.eswa.2025.128217openalex-snapshot
Live streaming recommendation based on multiple types of repeated behaviors
inferred← citeshttps://doi.org/10.1016/j.eswa.2025.128929openalex-snapshot
Shrinking for success: Multimodal dimensionality reduction for sustainable recommender systems
inferred← citeshttps://doi.org/10.1016/j.inffus.2024.102905openalex-snapshot
A survey of latent factor models in recommender systems
inferred← citeshttps://doi.org/10.1016/j.inffus.2025.103778openalex-snapshot
LOBSTER: Bilateral global semantic enhancement for multimedia recommendation
inferred← citeshttps://doi.org/10.1016/j.ipm.2026.105074openalex-snapshot
Modality-decoupled temporal multimodal knowledge graph reasoning via interpretable relation-aware temporal context fusion
inferred← citeshttps://doi.org/10.1016/j.neucom.2025.131690openalex-snapshot
Time-aware hybrid recommender for sparse data with nonlinear interactions and dynamic shifts
inferred← citeshttps://doi.org/10.1016/j.rineng.2024.103257openalex-snapshot
IBCFaiCDR: Auxiliary data-driven item-based collaborative filtering in cross-domain RSs to address user cold start problem
inferred← citeshttps://doi.org/10.1016/j.swevo.2025.102031openalex-snapshot
Evolutionary algorithm with cross-diversity integration and mutation synergy operation for multi-objective recommendation
inferred← citeshttps://doi.org/10.1016/j.tifs.2025.104877openalex-snapshot
Food recommendation towards personalized wellbeing
inferred← citeshttps://doi.org/10.1038/s41598-025-14251-1openalex-snapshot
Leveraging multimodal large language model for multimodal sequential recommendation
inferred← citeshttps://doi.org/10.1080/10447318.2025.2610767openalex-snapshot
Algorithmic Kaleidoscope: The Floating Algorithmic Self and Self-Discrepancy of Recommendation System Users
inferred← citeshttps://doi.org/10.1108/ijicc-12-2025-0863openalex-snapshot
Distributed sharing and personalized recommendation system for preschool education resources in universities under smart education cloud platform environment
inferred← citeshttps://doi.org/10.1109/access.2025.3568514openalex-snapshot
Improving News Recommendation Accuracy Through Multimodal Variational Autoencoder and Adversarial Training
inferred← citeshttps://doi.org/10.1109/acdsa67686.2026.11468137openalex-snapshot
Hybrid Transformer-Based Model for Recommender Systems
inferred← citeshttps://doi.org/10.1109/aiotc71250.2026.11688544openalex-snapshot
An Interpretable Interdisciplinary Research Recommendation Method Combining Heterogeneous Features and Explicit Community Detection
inferred← citeshttps://doi.org/10.1109/bigdata66926.2025.11401916openalex-snapshot
STMN4SR: Spectral-Temporal Mamba Network for Sequential Recommendation
inferred← citeshttps://doi.org/10.1109/ccict65753.2025.00024openalex-snapshot
Addressing Gaps in Fashion Recommendation Systems: A Review
inferred← citeshttps://doi.org/10.1109/conisoft66928.2025.00040openalex-snapshot
Software Testing in Recommender Systems: A Systematic Mapping Study
inferred← citeshttps://doi.org/10.1109/cscwd68734.2026.11582536openalex-snapshot
LLM-Augmented Multimodal Recommendation with Dynamic Feature Weighting and Multi-Scale Graph Convolution
inferred← citeshttps://doi.org/10.1109/cvr58941.2023.10395819openalex-snapshot
Feasibility of Comparing Constructive Spatial Processes in Real and Virtual Spaces Among School-Age Children: A Randomized Pilot Study
inferred← citeshttps://doi.org/10.1109/cvr58941.2023.10395839openalex-snapshot
Virtual Reality-based Application for Rehabilitation: Corsi -Test
inferred← citeshttps://doi.org/10.1109/eeais66172.2025.11171071openalex-snapshot
A Multimodal Recommendation Algorithm Integrating Project Text and Image Information
inferred← citeshttps://doi.org/10.1109/etai68332.2026.11485266openalex-snapshot
Spectral-Adaptive Individual Preference Learning with Bootstrap Alignment for Multimodal Recommendation
inferred← citeshttps://doi.org/10.1109/fuzz62266.2025.11152097openalex-snapshot
Enhancing Graph-Based Recommendations via Fuzzy Clustering and Gated Multi-View Fusion
inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11461876openalex-snapshot
LMM-Enhanced Multimodal Sequential Recommendation Using Consistency-Guided Hybrid Attention
inferred← citeshttps://doi.org/10.1109/iccv51701.2025.00222openalex-snapshot
Unsupervised Visual Chain-of-Thought Reasoning via Preference Optimization
inferred← citeshttps://doi.org/10.1109/icdm59182.2024.00058openalex-snapshot
Bi-Level User Modeling for Deep Recommenders
inferred← citeshttps://doi.org/10.1109/icdmw60847.2023.00195openalex-snapshot
Zero-Shot Recommendations with Pre-Trained Large Language Models for Multimodal Nudging
inferred← citeshttps://doi.org/10.1109/icdmw69685.2025.00285openalex-snapshot
UWM3R: Uncertainty-Weighted Multi-Intent Experts for Direct-Deep Multimodal Ranking
inferred← citeshttps://doi.org/10.1109/icecet58911.2023.10389370openalex-snapshot
Multi-Modal Graph-Based Recommendation System: Integrating Heterogeneous Modalities for Enhanced Predictions
inferred← citeshttps://doi.org/10.1109/icicc71012.2026.11637804openalex-snapshot
ATMLGCN: A Multi-modal Recommendation Method Based on Self-Attention Mechanism and Multi-graph Construction for Graph Convolutional Network
inferred← citeshttps://doi.org/10.1109/icmla58977.2023.00150openalex-snapshot
Multi-Modal Relational Side Information Graph Attention Networks for Recommender System
inferred← citeshttps://doi.org/10.1109/icpads67057.2025.11323218openalex-snapshot
PERec: Prompt-Enhanced Semantic Modeling with Large Language Models for Long-Tail Recommendation
inferred← citeshttps://doi.org/10.1109/icvisp64524.2024.10959381openalex-snapshot
SAMRec: Self-Attention Based Multimodal Recommendation
inferred← citeshttps://doi.org/10.1109/ijcnn60899.2024.10650912openalex-snapshot
FEW: Multi-modal Recommendation for Cold-Start
inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11227903openalex-snapshot
NCMI: A Framework for Missing Modality Generation in Multi-modal Recommendation
inferred← citeshttps://doi.org/10.1109/iscas66217.2026.11562418openalex-snapshot
EN n RA: A Dual-Graph Architecture with Ego-Neighbor Alignment for Multimodal Recommendation Systems
inferred← citeshttps://doi.org/10.1109/ricai68060.2025.11385060openalex-snapshot
Sent-DiffMM: Sentiment-Enhanced Multi-Modal Diffusion Model for Recommendation
inferred← citeshttps://doi.org/10.1109/sita67914.2025.11273453openalex-snapshot
A Roadmap for Multimodal Fusion in IoT-Enabled Context-Aware Recommender Systems
inferred← citeshttps://doi.org/10.1109/ssitcon66133.2025.11342030openalex-snapshot
Application of Reinforcement Learning in Dynamic Advertising Content Generation
inferred← citeshttps://doi.org/10.1109/tbdata.2026.3705414openalex-snapshot
Visual or Textual? Adaptive Modality Perception Learning for Multimodal Recommendation
inferred← citeshttps://doi.org/10.1109/tbdata.2026.3712206openalex-snapshot
DMCLR: Dual-Denoising Multimodal Contrastive Learning for Robust Recommendation
inferred← citeshttps://doi.org/10.1109/tcss.2024.3490801openalex-snapshot
DDRec: Dual Denoising Multimodal Graph Recommendation
inferred← citeshttps://doi.org/10.1109/tcss.2026.3713233openalex-snapshot
Pairwise Uncertainty-Based Graph Contrastive Learning
inferred← citeshttps://doi.org/10.1109/tkde.2024.3493374openalex-snapshot
Multi-Modal Correction Network for Recommendation
inferred← citeshttps://doi.org/10.1109/tkde.2025.3569549openalex-snapshot
A Survey on Side Information-Driven Session-Based Recommendation: From a Data-Centric Perspective
inferred← citeshttps://doi.org/10.1109/tkde.2025.3606643openalex-snapshot
Personalized Recommendation Models in Federated Settings: A Survey
inferred← citeshttps://doi.org/10.1109/tkde.2026.3667005openalex-snapshot
Training-Free Graph-Based Imputation of Missing Modalities in Multimodal Recommendation
inferred← citeshttps://doi.org/10.1109/tmm.2025.3613112openalex-snapshot
Disentangled Denoising and Counterfactual Balance for Multimodal Recommendation
inferred← citeshttps://doi.org/10.1109/tmm.2026.3660172openalex-snapshot
Dual-Branch Collaborative Implicit-Explicit Mutual Learning for Weakly Supervised Video-Sentence Retrieval and Grounding
inferred← citeshttps://doi.org/10.1109/tmm.2026.3668620openalex-snapshot
A Survey on Multimodal Recommender Systems: Recent Advances and Future Directions
inferred← citeshttps://doi.org/10.1109/wi-iat67162.2025.00015openalex-snapshot
LLM Augmentation Enhanced Counterfactual Attention for Graph-Based Recommender System
inferred← citeshttps://doi.org/10.1111/bioe.70114openalex-snapshot
P4s Are Either Unhelpful or Unnecessary. Proposing a Better AI‐Powered Solution to Predict Patients' Preferences
inferred← citeshttps://doi.org/10.1111/exsy.70342openalex-snapshot
Multi‐Level Feature Fusion and Interaction for Cross‐Modal Fashion Retrieval
inferred← citeshttps://doi.org/10.1145/3637528.3671473openalex-snapshot
Multimodal Pretraining, Adaptation, and Generation for Recommendation: A Survey
inferred← citeshttps://doi.org/10.1145/3651169openalex-snapshot
Personalised Multi-modal Interactive Recommendation with Hierarchical State Representations
inferred← citeshttps://doi.org/10.1145/3696410.3714606openalex-snapshot
Generating with Fairness: A Modality-Diffused Counterfactual Framework for Incomplete Multimodal Recommendations
inferred← citeshttps://doi.org/10.1145/3696410.3714873openalex-snapshot
Hyperbolic Diffusion Recommender Model
inferred← citeshttps://doi.org/10.1145/3701716.3717544openalex-snapshot
LLM-UM: The 1st Workshop on Large Language Model Using Multi-modal Data for User Modeling
inferred← citeshttps://doi.org/10.1145/3705328.3748014openalex-snapshot
Beyond Visit Trajectories: Enhancing POI Recommendation via LLM-Augmented Text and Image Representations
inferred← citeshttps://doi.org/10.1145/3705328.3748162openalex-snapshot
See the Movie, Hear the Song, Read the Book: Extending MovieLens-1M, Last.fm-2K, and DBbook with Multimodal Data
inferred← citeshttps://doi.org/10.1145/3705328.3748761openalex-snapshot
Recommender Systems for Digital Humanities and Archives: Multistakeholder Evaluation, Scholarly Information Needs, and Multimodal Similarity
inferred← citeshttps://doi.org/10.1145/3706631openalex-snapshot
A Contrastive Pretrain Model with Prompt Tuning for Multi-center Medication Recommendation
inferred← citeshttps://doi.org/10.1145/3711896.3736553openalex-snapshot
Large Language Model Enhanced Recommender Systems: Methods, Applications and Trends
inferred← citeshttps://doi.org/10.1145/3711896.3737276openalex-snapshot
Leveraging Label Distributions as Anchors to Enhance Video Recommendation
inferred← citeshttps://doi.org/10.1145/3718099openalex-snapshot
Enhancing Recommender Systems: Deep Modality Alignment with Large Multi-Modal Encoders
inferred← citeshttps://doi.org/10.1145/3726302.3729911openalex-snapshot
Bridge the Domains: Large Language Models Enhanced Cross-domain Sequential Recommendation
inferred← citeshttps://doi.org/10.1145/3727648.3727686openalex-snapshot
Virtual Reality Asset Recommendation Algorithm Based on Spatial Feature Fusion
inferred← citeshttps://doi.org/10.1145/3743093.3771016openalex-snapshot
Multi-modal Recommendation with Joint Content and Interaction Augmentation
inferred← citeshttps://doi.org/10.1145/3746252.3761222openalex-snapshot
Modality Alignment with Multi-scale Bilateral Attention for Multimodal Recommendation
inferred← citeshttps://doi.org/10.1145/3769430openalex-snapshot
Single-Branch Network Architectures to Close the Modality Gap in Multimodal Recommendation
inferred← citeshttps://doi.org/10.1145/3773966.3779385openalex-snapshot
When Modalities Go Missing: Early Fusion for Multimodal Recommendation
inferred← citeshttps://doi.org/10.1145/3774935.3806158openalex-snapshot
MMGCF: Multimodal Graph Collaborative Filtering for Recommendation with Graph Convolutional Networks
inferred← citeshttps://doi.org/10.1145/3784013.3784081openalex-snapshot
Low-Latency Multimodal Semantic Ranking for Real-Time Advertising Recommendation
inferred← citeshttps://doi.org/10.1145/3805622.3810574openalex-snapshot
ESG-Rec: Enhancing Static-Graph Representations via Tri-view Contrastive Learning for Multimodal Recommendation
inferred← citeshttps://doi.org/10.1145/3805622.3810591openalex-snapshot
CREAM: Collaborative Representation with Self-supervised Alignment for Multimedia Recommendation
inferred← citeshttps://doi.org/10.1145/3805622.3810751openalex-snapshot
PAMS-GNN: Popularity-Aware Multimodal Semantic GraphNeural Networks for Recommendation
inferred← citeshttps://doi.org/10.1145/3805622.3810790openalex-snapshot
PURE: Probabilistic Utility for Robust Evidence in Multimodal Recommendation
inferred← citeshttps://doi.org/10.1145/3820915.3820982openalex-snapshot
Design and Implementation of an Intelligent Music Recommendation System Based on Multimodal Feature Fusion
inferred← citeshttps://doi.org/10.1186/s12887-026-06832-4openalex-snapshot
Quality and guideline concordance of neonatal jaundice information on short-video platforms: implications for parental education and newborn safety
inferred← citeshttps://doi.org/10.1186/s13677-026-00923-4openalex-snapshot
Content-aware cloud-based personalized recommendation for digital cultural services in rural revitalization
inferred← citeshttps://doi.org/10.12677/jisp.2026.152017openalex-snapshot
A Review of Multimodal E-Commerce Recommendation Technologies for Domestic Trend Cultural Preferences
inferred← citeshttps://doi.org/10.12681/ta.44737openalex-snapshot
Enhancing Shared Vehicle Adoption with AI and Smart Contracts
inferred← citeshttps://doi.org/10.1371/journal.pone.0327663openalex-snapshot
Cross-fusion activates deep modal integration for multimedia recommendation
inferred← citeshttps://doi.org/10.1371/journal.pone.0344585openalex-snapshot
KGRec: A knowledge graph attention-based model for recommender system
inferred← citeshttps://doi.org/10.2139/ssrn.5349267openalex-snapshot
Ducho Meets Elliot: Large-Scale Benchmarks for Multimodal Recommendation
inferred← citeshttps://doi.org/10.2196/69979openalex-snapshot
Recommender Systems in Health Professions Education: Protocol for a Scoping Review
inferred← citeshttps://doi.org/10.2196/preprints.93799openalex-snapshot
Recommender Systems in Health Professions Education (HPE): A Scoping Review (Preprint)
inferred← citeshttps://doi.org/10.32388/a9u1shopenalex-snapshot
SampleLLM: Optimizing Tabular Data Synthesis in Recommendations
inferred← citeshttps://doi.org/10.3389/frai.2026.1896199openalex-snapshot
Exposure-aware multimodal engagement prediction for short-video platforms: an explainable human–media interaction framework
inferred← citeshttps://doi.org/10.3390/electronics14051003openalex-snapshot
Two-Tower Structure Recommendation Method Fusing Multi-Source Data
inferred← citeshttps://doi.org/10.3390/systems13010057openalex-snapshot
Multimodal Recommendation System Based on Cross Self-Attention Fusion
inferred← citeshttps://doi.org/10.4018/joeuc.368009openalex-snapshot
Optimization Strategies in Consumer Choice Behavior for Personalized Recommendation Systems Based on Deep Reinforcement Learning
inferred← citeshttps://doi.org/10.48084/etasr.20469openalex-snapshot
Objective-Aligned Visual Neural Collaborative Filtering for Item Cold-Start Recommendation: Disentangling Loss from Architecture
inferred← citeshttps://doi.org/10.5753/webmedia.2025.15127openalex-snapshot
Extrapolation-Based Data Augmentation for Sequential Recommendation
inferred← citeshttps://doi.org/10.5755/j01.itc.54.2.39134openalex-snapshot
Embedding Numerical Features and Meta-Features in Tabular Deep Learning
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