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#vlm-architecture News & Analysis

2 articles tagged with #vlm-architecture. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · 9h ago7/10
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GazeVLM: Active Vision via Internal Attention Control for Multimodal Reasoning

Researchers introduce GazeVLM, a vision-language model that implements active attention control mechanisms mimicking human visual reasoning. The 4B-parameter model autonomously generates gaze tokens to dynamically focus on task-relevant visual details, achieving 4-5% performance improvements over comparable VLMs without increasing context window size.

AINeutralarXiv – CS AI · 9h ago6/10
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LensVLM: Selective Context Expansion for Compressed Visual Representation of Text

LensVLM is a new inference framework that enables Vision Language Models to process highly compressed images of text by selectively expanding relevant sections, achieving 4.3x compression while maintaining accuracy comparable to full-resolution processing. The approach combines learned tool selection with post-training techniques to overcome the fundamental limitation that compressed text becomes illegible to standard vision encoders.