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Keeping Secrets Safe While Learning Together

October 25, 2025

In the world of technology, visual-language models (VLMs) are getting really good at understanding both pictures and words. But when these models are used in a federated setting, where different users contribute data, two big problems come up. First, the data from each user is not the same, which ca

technology

Bridging Domains: The Power of Fine-Tuned Visual-Text Alignment

May 20, 2025

The goal of domain-adaptive object detection (DAOD) is to help detectors work well in new, unlabeled areas by reducing the bias that comes from the original, labeled areas. Recent work has shown that vision-language models (VLMs) can be very helpful in this process. However, there are some issues th

technology

Can Large Language Models Pass Surgical Exams?

February 10, 2025

Imagine trying to pass a surgical exam with the help of a computer. A recent study asked just that. These computers are known as large language models (LLMs). They have been trained to understand and generate human language. Lately, these models have been given the ability to process images as well

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