modality gap

Aligning the True Semantics: Constrained Decoupling and Distribution Sampling for Cross-Modal Alignment AAAI 2026 Beyond What's Shared: Recovering Lost Unique Information from Intermediate Layers to Boost Multimodal Geo-Foundation Models CVPR 2026 Bridging the Modality Gap in Compositional Zero-Shot Learning via Sparse Alignment and Unimodal Memory Bank CVPR 2026 CaReFlow: Cyclic Adaptive Rectified Flow for Multimodal Fusion CVPR 2026 Is the Modality Gap a Bug or a Feature? A Robustness Perspective CVPR 2026 Mitigating the Modality Gap: Few-Shot Out-of-Distribution Detection with Multi-modal Prototypes and Image Bias Estimation WACV 2026 Noisy Correspondence Learning with Modality Gap Direction Correction AAAI 2026 Same Content, Different Answers: Cross-Modal Inconsistency in MLLMs CVPR 2026 SDiaReward: Modeling and Benchmarking Spoken Dialogue Rewards with Modality and Colloquialness ACL 2026 UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and Granularities ACL 2026 X-ReID: Multi-granularity Information Interaction for Video-Based Visible-Infrared Person Re-Identification AAAI 2026 Bridging Modality Gap for Effective Multimodal Sentiment Analysis in Fashion-related Social Media COLING 2025 Cross the Gap: Exposing the Intra-modal Misalignment in CLIP via Modality Inversion ICLR 2025 DiCA: Disambiguated Contrastive Alignment for Cross-Modal Retrieval with Partial Labels AAAI 2025 Diffusion Bridge: Leveraging Diffusion Model to Reduce the Modality Gap Between Text and Vision for Zero-Shot Image Captioning CVPR 2025 Domain Adaptation Method and Modality Gap Impact in Audio-Text Models for Prototypical Sound Classification Interspeech 2025 Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations CVPR 2025 Enhancing Speech-to-Speech Dialogue Modeling with End-to-End Retrieval-Augmented Generation EMNLP 2025 I0T: Embedding Standardization Method Towards Zero Modality Gap ACL 2025 Item-Language Model: Improving Large Language Model for Recommendation via Item-Language Representation Learning IJCNLP 2025 Leveraging the Power of MLLMs for Gloss-Free Sign Language Translation ICCV 2025 LRM-LLaVA: Overcoming the Modality Gap of Multilingual Large Language-Vision Model for Low-Resource Languages AAAI 2025 Mind the Gap: Preserving and Compensating for the Modality Gap in CLIP-Based Continual Learning ICCV 2025 MINIMA: Modality Invariant Image Matching CVPR 2025 Mitigate the Gap: Improving Cross-Modal Alignment in CLIP ICLR 2025