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multimodal representation

90 papers

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multimodal learning (4645) contrastive learning (4032) vision-language model (2348) representation learning (6206) self-supervised learning (3777) zero-shot learning (3650) cross-modal retrieval (351) large language model (13587) multimodal representation learning (24) clip model (218)

Papers

Multimodal Graph Representation Learning over Arbitrary Sets of Modalities WACV 2026
PLUM-Net: Prototype-Induced Label Structuring for Disentangled Multimodal Representation Network AAAI 2026
Divide and Refine: Enhancing Multimodal Representation and Explainability for Emotion Recognition in Conversation WACV 2026
YNU-HPCC at SemEval-2025 Task 1: Enhancing Multimodal Idiomaticity Representation via LoRA and Hybrid Loss Optimization ACL 2025
Can LLMs Deceive CLIP? Benchmarking Adversarial Compositionality of Pre-trained Multimodal Representation via Text Updates ACL 2025
DLF: Disentangled-Language-Focused Multimodal Sentiment Analysis AAAI 2025
Escaping Plato's Cave: Towards the Alignment of 3D and Text Latent Spaces CVPR 2025
DM-Codec: Distilling Multimodal Representations for Speech Tokenization EMNLP 2025
InstructOCR: Instruction Boosting Scene Text Spotting AAAI 2025
Large Vision-Language Model Alignment and Misalignment: A Survey Through the Lens of Explainability EMNLP 2025
Fix-CLIP: Dual-Branch Hierarchical Contrastive Learning via Synthetic Captions for Better Understanding of Long Text ICCV 2025
RUNA: Object-Level Out-of-Distribution Detection via Regional Uncertainty Alignment of Multimodal Representations AAAI 2025
UoR-NCL at SemEval-2025 Task 1: Using Generative LLMs and CLIP Models for Multilingual Multimodal Idiomaticity Representation ACL 2025
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations CVPR 2025
CART: A Generative Cross-Modal Retrieval Framework With Coarse-To-Fine Semantic Modeling ACL 2025
Incomplete Modality Disentangled Representation for Ophthalmic Disease Grading and Diagnosis AAAI 2025
Incorporating Dense Knowledge Alignment into Unified Multimodal Representation Models CVPR 2025
Multi-task Visual Grounding with Coarse-to-Fine Consistency Constraints AAAI 2025
MMOne: Representing Multiple Modalities in One Scene ICCV 2025
Knowledge-Augmented Multimodal Clinical Rationale Generation for Disease Diagnosis with Small Language Models ACL 2025
CLIP-GS: Unifying Vision-Language Representation with 3D Gaussian Splatting ICCV 2025
Prototype-Guided Multimodal Relation Extraction based on Entity Attributes AAAI 2025
Open-set Cross Modal Generalization via Multimodal Unified Representation ICCV 2025
Mind the Gap: Preserving and Compensating for the Modality Gap in CLIP-Based Continual Learning ICCV 2025
Integrating Sequence and Image Modeling in Irregular Medical Time Series Through Self-Supervised Learning AAAI 2025