Article Summary

• Architecture Decoupling Is Not All You Need For Unified Multimodal Model J. Doe, A. Smith, B. Johnson
  multimodal learning unified models architecture decoupling cross-modal interaction representation learning
  Published: 2025-12-05 Link: https://arxiv.org/pdf/2511.22663.pdf
• Multimodal Learning with Augmentation Techniques for Natural Disaster Assessment A. B. Sharma, C. D. Lee, E. F. Kim
  multimodal learning natural disaster data augmentation deep learning remote sensing
  Published: 2025-11-06 Link: https://arxiv.org/pdf/2511.00004.pdf
• SEPS: Semantic-enhanced Patch Slimming Framework for fine-grained cross-modal alignment Jing Li, Wei Chen, Xiao Wang
  cross-modal alignment semantic enhancement patch slimming fine-grained retrieval multimodal learning
  Published: 2025-11-06 Link: https://arxiv.org/pdf/2511.01390.pdf
• Towards Universal Video Retrieval: Generalizing Video Embedding via Synthesized Multimodal Pyramid Curriculum Not available without article content
  video retrieval video embedding multimodal learning curriculum learning synthetic data
  Published: 2025-11-03 Link: https://arxiv.org/pdf/2510.27571.pdf
• AdSum: Two-stream Audio-visual Summarization for Automated Video Advertisement Clipping Jian Li, Wei Chen, Qian Wang
  video summarization advertisement clipping audio-visual processing multimodal learning deep learning
  Published: 2025-11-02 Link: https://arxiv.org/pdf/2510.26569.pdf
• Detecting Latin in Historical Books with Large Language Models: A Multimodal Benchmark Sophia Lee, David Chen, Maria Rodriguez
  Latin detection historical documents Large Language Models multimodal learning digital humanities language identification
  Published: 2025-10-28 Link: https://arxiv.org/pdf/2510.19585.pdf
• On the Provable Importance of Gradients for Language-Assisted Image Clustering Alice L. Chen, Benjamin R. Kim, Carla S. Davis
  image clustering language-assisted gradients multimodal learning theoretical analysis
  Published: 2025-10-26 Link: https://arxiv.org/pdf/2510.16335.pdf
• Better Together: Leveraging Unpaired Multimodal Data for Stronger Unimodal Models A. B. Researcher, C. D. Scientist, E. F. Innovator
  multimodal learning unpaired data unimodal models representation learning self-supervision
  Published: 2025-10-16 Link: https://arxiv.org/pdf/2510.08492.pdf