Cover Image

Robust Multimodal Learning with Missing Modalities via Parameter-Efficient Adaptation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Reza, Md Kaykobad, Prater-Bennette, Ashley, Asif, M. Salman
Format:	Preprint
Published:	2023
Subjects:	Computer Vision and Pattern Recognition Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

MMSFormer: Multimodal Transformer for Material and Semantic Segmentation
by: Reza, Md Kaykobad, et al.
Published: (2023)

Robust Multimodal Learning via Cross-Modal Proxy Tokens
by: Reza, Md Kaykobad, et al.
Published: (2025)

MMP: Towards Robust Multi-Modal Learning with Masked Modality Projection
by: Nezakati, Niki, et al.
Published: (2024)

Parameter-efficient Multi-Task and Multi-Domain Learning using Factorized Tensor Networks
by: Garg, Yash, et al.
Published: (2023)

SSAM: Singular Subspace Alignment for Merging Multimodal Large Language Models
by: Reza, Md Kaykobad, et al.
Published: (2026)

DualSwinFusionSeg: Multimodal Martian Landslide Segmentation via Dual Swin Transformer with Multi-Scale Fusion and UNet++
by: Kabir, Shahriar, et al.
Published: (2026)

Efficient Prompting for Continual Adaptation to Missing Modalities
by: Guo, Zirun, et al.
Published: (2025)

Calibrated Multimodal Representation Learning with Missing Modalities
by: Liu, Xiaohao, et al.
Published: (2025)

Multimodal Federated Learning With Missing Modalities through Feature Imputation Network
by: Poudel, Pranav, et al.
Published: (2025)

ADAPT: Multimodal Learning for Detecting Physiological Changes under Missing Modalities
by: Mordacq, Julie, et al.
Published: (2024)

Efficient Parameter Adaptation for Multi-Modal Medical Image Segmentation and Prognosis
by: Saeed, Numan, et al.
Published: (2025)

PROMISE: Prompt-Attentive Hierarchical Contrastive Learning for Robust Cross-Modal Representation with Missing Modalities
by: Chen, Jiajun, et al.
Published: (2025)

Deep Multimodal Learning with Missing Modality: A Survey
by: Wu, Renjie, et al.
Published: (2024)

Multimodal Guidance Network for Missing-Modality Inference in Content Moderation
by: Zhao, Zhuokai, et al.
Published: (2023)

DPL: Decoupled Prototype Learning for Enhancing Robustness of Vision-Language Transformers to Missing Modalities
by: Lu, Jueqing, et al.
Published: (2025)

Towards Robust Multimodal Emotion Recognition under Missing Modalities and Distribution Shifts
by: Zhong, Guowei, et al.
Published: (2025)

Bridging Modalities via Progressive Re-alignment for Multimodal Test-Time Adaptation
by: Li, Jiacheng, et al.
Published: (2025)

Parameter Efficient Continual Learning with Dynamic Low-Rank Adaptation
by: Bhat, Prashant Shivaram, et al.
Published: (2025)

Transform-Dependent Adversarial Attacks
by: Tan, Yaoteng, et al.
Published: (2024)

CLoRA: Parameter-Efficient Continual Learning with Low-Rank Adaptation
by: Muralidhara, Shishir, et al.
Published: (2025)

Time-, Memory- and Parameter-Efficient Visual Adaptation
by: Mercea, Otniel-Bogdan, et al.
Published: (2024)

Cross-Modal Adapter: Parameter-Efficient Transfer Learning Approach for Vision-Language Models
by: Yang, Juncheng, et al.
Published: (2024)

PEMMA: Parameter-Efficient Multi-Modal Adaptation for Medical Image Segmentation
by: Saadi, Nada, et al.
Published: (2024)

Learnable Cross-modal Knowledge Distillation for Multi-modal Learning with Missing Modality
by: Wang, Hu, et al.
Published: (2023)

Efficient Domain Adaptation of Multimodal Embeddings using Constrastive Learning
by: Margaritis, Georgios, et al.
Published: (2025)

MoRA: LoRA Guided Multi-Modal Disease Diagnosis with Missing Modality
by: Shi, Zhiyi, et al.
Published: (2024)

Dynamic Modality and View Selection for Multimodal Emotion Recognition with Missing Modalities
by: Menon, Luciana Trinkaus, et al.
Published: (2024)

MUST: Modality-Specific Representation-Aware Transformer for Diffusion-Enhanced Survival Prediction with Missing Modality
by: Kim, Kyungwon, et al.
Published: (2026)

Multimodal Representation Learning by Alternating Unimodal Adaptation
by: Zhang, Xiaohui, et al.
Published: (2023)

Multimodal Classification via Modal-Aware Interactive Enhancement
by: Jiang, Qing-Yuan, et al.
Published: (2024)

Multimodal-Guided Dynamic Dataset Pruning for Robust and Efficient Data-Centric Learning
by: Yang, Suorong, et al.
Published: (2025)

MMLoP: Multi-Modal Low-Rank Prompting for Efficient Vision-Language Adaptation
by: Ghiasvand, Sajjad, et al.
Published: (2026)

On the Value of Cross-Modal Misalignment in Multimodal Representation Learning
by: Cai, Yichao, et al.
Published: (2025)

Robult: Leveraging Redundancy and Modality Specific Features for Robust Multimodal Learning
by: Nguyen, Duy A., et al.
Published: (2025)

Multimodal Structure Learning: Disentangling Shared and Specific Topology via Cross-Modal Graphical Lasso
by: Wang, Fei, et al.
Published: (2026)

CLoE: Expert Consistency Learning for Missing Modality Segmentation
by: Tong, Xinyu, et al.
Published: (2026)

The Missing U for Efficient Diffusion Models
by: Calvo-Ordonez, Sergio, et al.
Published: (2023)

Enhancing Parameter-Efficient Fine-Tuning of Vision Transformers through Frequency-Based Adaptation
by: Ly, Son Thai, et al.
Published: (2024)

MILES: Modality-Informed Learning Rate Scheduler for Balancing Multimodal Learning
by: Guerra-Manzanares, Alejandro, et al.
Published: (2025)

A Survey on Self-supervised Contrastive Learning for Multimodal Text-Image Analysis
by: Khan, Asifullah, et al.
Published: (2025)