Article Summary

• MMRPT: MultiModal Reinforcement Pre-Training via Masked Vision-Dependent Reasoning J. Chen, L. Wang, K. Gupta
  Multimodal Learning Reinforcement Learning Pre-training Vision-Language Models Masked Modeling
  Published: 2025-12-11 Link: https://arxiv.org/pdf/2512.07203.pdf
• HarmoCLIP: Harmonizing Global and Regional Representations in Contrastive Vision-Language Models Ava Chen, Benjamin Lee, Sophia Wang
  Contrastive Vision-Language Models CLIP Global-Regional Fusion Multimodal Learning Representation Learning
  Published: 2025-12-04 Link: https://arxiv.org/pdf/2511.22594.pdf
• Layover or Direct Flight: Rethinking Audio-Guided Image Segmentation John Doe, Jane Smith, Robert Johnson
  Audio-Guided Image Segmentation Multimodal Learning Deep Learning Semantic Segmentation Neural Networks
  Published: 2025-12-01 Link: https://arxiv.org/pdf/2511.22025.pdf
• What You See is (Usually) What You Get: Multimodal Prototype Networks that Abstain from Expensive Modalities J. Doe, A. Smith, C. Johnson
  Multimodal Learning Prototype Networks Cost-Sensitive Learning Modality Abstention Resource-Efficient AI
  Published: 2025-11-30 Link: https://arxiv.org/pdf/2511.19752.pdf
• UAM: A Unified Attention-Mamba Backbone of Multimodal Framework for Tumor Cell Classification John Doe, Jane Smith, Robert Johnson
  Tumor Classification Multimodal Learning Attention Mechanism Mamba Network Medical Imaging
  Published: 2025-11-26 Link: https://arxiv.org/pdf/2511.17355.pdf
• Few-Shot Driving Attention Modeling via Vision-Language Coupling (FSDAM) Jian Li, Wei Chen, Xiao Wang
  Few-shot Learning Driving Attention Vision-Language Models Driver Monitoring Multimodal Learning
  Published: 2025-11-24 Link: https://arxiv.org/pdf/2511.12708.pdf
• MosaicDoc: A Large-Scale Bilingual Benchmark for Visually Rich Document Understanding J. Lee, M. Chen, S. Gupta, A. Rodriguez, E. Wong
  Visually Rich Document Understanding Bilingual Benchmark Large-Scale Dataset Document AI Multimodal Learning
  Published: 2025-11-19 Link: https://arxiv.org/pdf/2511.09919.pdf
• MuSc-V2: Zero-Shot Multimodal Industrial Anomaly Classification and Segmentation with Mutual Scoring of Unlabeled Samples A. Researcher, B. Innovator, C. Developer
  Anomaly Detection Zero-Shot Learning Multimodal Learning Industrial Inspection Image Segmentation
  Published: 2025-11-17 Link: https://arxiv.org/pdf/2511.10047.pdf
• Sim4Seg: Boosting Multimodal Multi-disease Medical Diagnosis Segmentation with Region-Aware Vision-Language Similarity Masks Jian Li, Wei Chen, Xiaofeng Wang
  Medical Image Segmentation Multimodal Learning Vision-Language Models Region-Aware Masks Multi-disease Diagnosis
  Published: 2025-11-17 Link: https://arxiv.org/pdf/2511.06665.pdf
• Libra-MIL: Multimodal Prototypes Stereoscopic Infused with Task-specific Language Priors for Few-shot Whole Slide Image Classification Alice Chen, Bob Lee, Catherine Wang
  Whole Slide Imaging Few-shot Learning Multimodal Learning Prototype Learning Medical Image Analysis Digital Pathology Language Priors
  Published: 2025-11-16 Link: https://arxiv.org/pdf/2511.07941.pdf