{"total":42,"rows":[{"id":"2302.03883","title":"Multimodal Recommender Systems: A Survey","created":"2023-02-08","cited_by_count":37,"area":null},{"id":"2403.12384","title":"AlignRec: Aligning and Training in Multimodal Recommendations","created":"2024-03-19","cited_by_count":21,"area":null},{"id":"2405.15783","title":"Multimodality Invariant Learning for Multimedia-Based New Item Recommendation","created":"2024-04-28","cited_by_count":13,"area":null},{"id":"2407.12338","title":"GUME: Graphs and User Modalities Enhancement for Long-Tail Multimodal Recommendation","created":"2024-07-17","cited_by_count":8,"area":null},{"id":"2505.09777","title":"A Survey on Large Language Models in Multimodal Recommender Systems","created":"2025-05-14","cited_by_count":7,"area":null},{"id":"2402.11262","title":"Mirror Gradient: Towards Robust Multimodal Recommender Systems via Exploring Flat Local Minima","created":"2024-02-17","cited_by_count":6,"area":null},{"id":"2512.01372","title":"Structured Spectral Reasoning for Frequency-Adaptive Multimodal Recommendation","created":"2025-12-01","cited_by_count":6,"area":null},{"id":"2512.16891","title":"LinkedOut: Linking World Knowledge Representation Out of Video LLM for Next-Generation Video Recommendation","created":"2025-12-18","cited_by_count":5,"area":null},{"id":"2407.19886","title":"A Unified Graph Transformer for Overcoming Isolations in Multi-modal Recommendation","created":"2024-07-29","cited_by_count":4,"area":null},{"id":"2504.16352","title":"Disentangling and Generating Modalities for Recommendation in Missing Modality Scenarios","created":"2025-04-23","cited_by_count":4,"area":null},{"id":"2602.00682","title":"RecGOAT: Graph Optimal Adaptive Transport for LLM-Enhanced Multimodal Recommendation with Dual Semantic Alignment","created":"2026-01-31","cited_by_count":4,"area":null},{"id":"2311.05956","title":"ID Embedding as Subtle Features of Content and Structure for Multimodal Recommendation","created":"2023-11-10","cited_by_count":3,"area":null},{"id":"2508.04571","title":"Do Recommender Systems Really Leverage Multimodal Content? A Comprehensive Analysis on Multimodal Representations for Recommendation","created":"2025-08-06","cited_by_count":3,"area":null},{"id":"2503.04406","title":"Training-free Adjustable Polynomial Graph Filtering for Ultra-fast Multimodal Recommendation","created":"2025-03-06","cited_by_count":2,"area":null},{"id":"2504.16576","title":"MMHCL: Multi-Modal Hypergraph Contrastive Learning for Recommendation","created":"2025-04-23","cited_by_count":2,"area":null},{"id":"2508.06154","title":"Semantic Item Graph Enhancement for Multimodal Recommendation","created":"2025-08-08","cited_by_count":2,"area":null},{"id":"2402.17334","title":"BiVRec: Bidirectional View-based Multimodal Sequential Recommendation","created":"2024-02-27","cited_by_count":1,"area":null},{"id":"2410.03538","title":"Dreaming User Multimodal Representation Guided by The Platonic Representation Hypothesis for Micro-Video Recommendation","created":"2024-09-15","cited_by_count":1,"area":null},{"id":"2511.11081","title":"Echoless Label-Based Pre-computation for Memory-Efficient Heterogeneous Graph Learning","created":"2025-11-14","cited_by_count":1,"area":null},{"id":"2602.11062","title":"MoToRec: Sparse-Regularized Multimodal Tokenization for Cold-Start Recommendation","created":"2026-02-11","cited_by_count":1,"area":null},{"id":"2410.15355","title":"LAC: Graph Contrastive Learning with Learnable Augmentation in Continuous Space","created":"2024-10-20","cited_by_count":0,"area":null},{"id":"2508.16170","title":"EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation","created":"2025-08-22","cited_by_count":0,"area":null},{"id":"2509.20225","title":"Multimodal Representation-disentangled Information Bottleneck for Multimodal Recommendation","created":"2025-09-24","cited_by_count":0,"area":null},{"id":"2510.12325","title":"Causal Inspired Multi Modal Recommendation","created":"2025-10-14","cited_by_count":0,"area":null},{"id":"2511.00584","title":"Structurally Refined Graph Transformer for Multimodal Recommendation","created":"2025-11-01","cited_by_count":0,"area":null},{"id":"2511.19176","title":"From Raw Features to Effective Embeddings: A Three-Stage Approach for Multimodal Recipe Recommendation","created":"2025-11-24","cited_by_count":0,"area":null},{"id":"2601.11151","title":"Cross-Modal Attention Network with Dual Graph Learning in Multimodal Recommendation","created":"2026-01-16","cited_by_count":0,"area":null},{"id":"2602.07207","title":"Multimodal Enhancement of Sequential Recommendation","created":"2026-02-06","cited_by_count":0,"area":null},{"id":"2602.07208","title":"Sequences as Nodes for Contrastive Multimodal Graph Recommendation","created":"2026-02-06","cited_by_count":0,"area":null},{"id":"2602.20723","title":"Modality-Guided Mixture of Structured Experts with Entropy-Triggered Routing for Multimodal Recommendation","created":"2026-02-24","cited_by_count":0,"area":null},{"id":"2602.20877","title":"E-MMKGR: A Unified Multimodal Knowledge Graph Framework for E-commerce Applications","created":"2026-02-24","cited_by_count":0,"area":null},{"id":"2603.12726","title":"Anchored Alignment: Preventing Positional Collapse in Multimodal Recommender Systems","created":"2026-03-13","cited_by_count":0,"area":null},{"id":"2604.03014","title":"User-Aware Conditional Generative Total Correlation Learning for Multi-Modal Recommendation","created":"2026-04-03","cited_by_count":0,"area":null},{"id":"2604.20847","title":"Revisiting Content-Based Music Recommendation: Efficient Feature Aggregation from Large-Scale Music Models","created":"2026-02-10","cited_by_count":0,"area":null},{"id":"2604.26247","title":"TimeMM: Time-as-Operator Spectral Filtering for Dynamic Multimodal Recommendation","created":"2026-04-29","cited_by_count":0,"area":null},{"id":"2608.00621","title":"RHEA: Reliability-Harmonized Reconstruction and Assignment for Robust Multimodal-Attributed Graph Clustering","created":"2026-08-01","cited_by_count":0,"area":null},{"id":"2608.13990","title":"Content Depth Matters in Short-Video Recommendation: Rethinking the Attention Economy","created":"2026-08-14","cited_by_count":0,"area":null},{"id":"2608.16407","title":"POI Recommendation with LLM-Augmented Multi-Graph Learning and Contrastive Alignment","created":"2026-08-17","cited_by_count":0,"area":null},{"id":"2609.04574","title":"MURAL: Multimodal Uncertainty-aware Recommendation via Adaptive edge Learning","created":"2026-09-04","cited_by_count":0,"area":null},{"id":"2609.31718","title":"MM-VeriRec: Failure-Guided Fusion for Verifiable Agentic Multimodal Recommendation","created":"2026-09-21","cited_by_count":0,"area":null},{"id":"2609.36671","title":"FairDiff: Mitigating the Self-Reinforcing Matthew Effect in Diffusion Recommender Models","created":"2026-09-29","cited_by_count":0,"area":null},{"id":"2610.19578","title":"Bridging the Topological Divide: Dual-Branch Graph Distillation with Semantic Priors for Robust Cold-Start Recommendation","created":"2026-10-14","cited_by_count":0,"area":null}],"next_cursor":null}