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Dynamic Multimodal Fusion via Meta-Learning Towards Micro-Video Recommendation

https://doi.org/10.1145/3617827
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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/s11042-013-1391-2openalex-snapshot
Multimedia classification and event detection using double fusion
inferredcites →https://doi.org/10.1007/s11042-017-4827-2openalex-snapshot
LGA: latent genre aware micro-video recommendation on social media
inferredcites →https://doi.org/10.1109/79.911197openalex-snapshot
Emotion recognition in human-computer interaction
inferredcites →https://doi.org/10.1109/tip.2019.2923608openalex-snapshot
Neural Multimodal Cooperative Learning Toward Micro-Video Understanding
inferredcites →https://doi.org/10.1109/tkde.2022.3158317openalex-snapshot
HS-GCN: Hamming Spatial Graph Convolutional Networks for Recommendation
inferredcites →https://doi.org/10.1109/tmm.2021.3059508openalex-snapshot
Heterogeneous Hierarchical Feature Aggregation Network for Personalized Micro-Video Recommendation
inferredcites →https://doi.org/10.1109/tmm.2022.3217449openalex-snapshot
Disentangled Multimodal Representation Learning for Recommendation
inferredcites →https://doi.org/10.1109/tpami.2018.2798607openalex-snapshot
Multimodal Machine Learning: A Survey and Taxonomy
inferredcites →https://doi.org/10.1145/3295822openalex-snapshot
Attentive Long Short-Term Preference Modeling for Personalized Product Search
inferredcites →https://doi.org/10.1145/3460198openalex-snapshot
Sequential-Knowledge-Aware Next POI Recommendation: A Meta-Learning Approach
inferredcites →https://doi.org/10.48550/arxiv.2203.05406openalex-snapshot
Disentangled Multimodal Representation Learning for Recommendation
inferredcites →https://doi.org/10.5555/1953048.2021071openalex-snapshot
Multiple Kernel Learning Algorithms

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Fused modality-enhanced graph convolutional network for multimodal recommendation
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CDMANet: central difference mutual attention network for RGB-D semantic segmentation
inferred← citeshttps://doi.org/10.1007/s42452-025-07629-3openalex-snapshot
A review of deep learning based multimodal forgery detection for video and audio
inferred← citeshttps://doi.org/10.1007/s44443-025-00408-5openalex-snapshot
Multi-view information fusion based graph collaborative filtering recommendation
inferred← citeshttps://doi.org/10.1016/j.aei.2026.104462openalex-snapshot
Dual-space feature representation learning network for multimodal recommender systems
inferred← citeshttps://doi.org/10.1016/j.chbr.2026.101214openalex-snapshot
Topic-sensitive differentiation and algorithmic equivalence on short-form video platforms: A systematic review of visual frameworks
inferred← citeshttps://doi.org/10.1016/j.ipm.2024.103798openalex-snapshot
Multimodal deep hierarchical semantic-aligned matrix factorization method for micro-video multi-label classification
inferred← citeshttps://doi.org/10.1016/j.knosys.2024.111841openalex-snapshot
Modeling multi-behavior sequence via HyperGRU contrastive network for micro-video recommendation
inferred← citeshttps://doi.org/10.1016/j.knosys.2024.112255openalex-snapshot
Multimodal semantic enhanced representation network for micro-video event detection
inferred← citeshttps://doi.org/10.1016/j.knosys.2026.115778openalex-snapshot
Beyond feature concatenation: Mutual information-driven fusion for multimodal sequential recommendation
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Unimodal vs Multimodal Learning: A Systematic Evaluation of Fusion Strategies and Model Design for Molecular Property Prediction and Uncertainty Quantification
inferred← citeshttps://doi.org/10.1109/bigdata62323.2024.10825030openalex-snapshot
Visual Summary Thought of Large Vision-Language Models for Multimodal Recommendation
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Autism Behaviour Recognition Using Multimodal Deep Learning: Leveraging Cross-Attention and Refined Dataset Annotations
inferred← citeshttps://doi.org/10.1109/icaiccit68829.2025.11434439openalex-snapshot
Contrastive Learning: A Deep Learning Framework for Review-Based Knowledge Graphs
inferred← citeshttps://doi.org/10.1109/icipai70034.2026.11605452openalex-snapshot
A Short-Video Recommendation Algorithm Based on Adversarial Denoising and Dual Contrastive Learning
inferred← citeshttps://doi.org/10.1109/jiot.2026.3703645openalex-snapshot
Privacy-Preserving Federated Multimodal Agriproduct Anomaly Detection in AIoT via Modality-Under-Optimized Knowledge Distillation
inferred← citeshttps://doi.org/10.1109/mmsp64401.2025.11324150openalex-snapshot
Meta Learning-based Multimodal Recommendation with Adaptive User Modality-Aware Preference Integration
inferred← citeshttps://doi.org/10.1109/tip.2025.3616576openalex-snapshot
S3OIL: Semi-Supervised SAR-to-Optical Image Translation via Multi-Scale and Cross-Set Matching
inferred← citeshttps://doi.org/10.1109/tip.2025.3644175openalex-snapshot
RAR: Retrieving and Ranking Augmented MLLMs for Visual Recognition
inferred← citeshttps://doi.org/10.1109/tip.2026.3673949openalex-snapshot
SPAgent: Adaptive Task Decomposition and Model Selection for General Video Generation and Editing
inferred← citeshttps://doi.org/10.1109/tip.2026.3721370openalex-snapshot
Revisiting Semantic Correspondence: When Feature Aggregation Hurts Structural Integrity
inferred← citeshttps://doi.org/10.1109/tip.2026.3725882openalex-snapshot
β -Free Information Bottleneck in Representation Learning
inferred← citeshttps://doi.org/10.1109/tmm.2024.3405724openalex-snapshot
Multimodal Progressive Modulation Network for Micro-Video Multi-Label Classification
inferred← citeshttps://doi.org/10.1109/tmm.2025.3535307openalex-snapshot
Video Motion Blur Attack via Grad-Weighted and Discrete-Fusion Based Perturbation Generation
inferred← citeshttps://doi.org/10.1109/tmm.2025.3543045openalex-snapshot
Unbiased Meta Reinforcement Learning for Interactive Recommender Systems
inferred← citeshttps://doi.org/10.1109/tmm.2026.3655467openalex-snapshot
Hybrid Debiasing Transformer With Adaptive Regularization for Video Moment Localization
inferred← citeshttps://doi.org/10.1145/3661904.3661917openalex-snapshot
Development of micro-video-based teaching mode for Information Technology Courses in primary school
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Attribute-driven Disentangled Representation Learning for Multimodal Recommendation
inferred← citeshttps://doi.org/10.1145/3687481openalex-snapshot
Cluster-Based Graph Collaborative Filtering
inferred← citeshttps://doi.org/10.1145/3699959openalex-snapshot
Multimodal Consistency Suppression Factor for Fake News Detection
inferred← citeshttps://doi.org/10.1145/3704999openalex-snapshot
Understanding Before Recommendation: Semantic Aspect-Aware Review Exploitation via Large Language Models
inferred← citeshttps://doi.org/10.1145/3711855openalex-snapshot
MVideoRec: Micro Video Recommendations through Modality Decomposition and Contrastive Learning
inferred← citeshttps://doi.org/10.1145/3715876openalex-snapshot
Contrastive Modality-Disentangled Learning for Multimodal Recommendation
inferred← citeshttps://doi.org/10.1145/3746252.3761398openalex-snapshot
Do Recommender Systems Really Leverage Multimodal Content? A Comprehensive Analysis on Multimodal Representations for Recommendation
inferred← citeshttps://doi.org/10.1145/3760762openalex-snapshot
Unifying Isolated Processes for Enhanced Multi-modal Recommendations Using a Graph Transformer
inferred← citeshttps://doi.org/10.1145/3769088openalex-snapshot
Learning Prediction-aware Prior in Transformer Network for Accurate Spatio-Temporal Video Grounding
inferred← citeshttps://doi.org/10.1145/3797034openalex-snapshot
A New Semi-Supervised Video Anomaly Detection Baseline in Lack of Anomalous Samples
inferred← citeshttps://doi.org/10.1145/3839230openalex-snapshot
Exploring the Synergetic and Divergent Potentials of Multimodal Semantics for Feature Fusion-based Video Recommendation
inferred← citeshttps://doi.org/10.1145/3847657openalex-snapshot
Lightweight Denoising and Aligning for Multi-modal Recommender System
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