Graphs are everywhere. They show up in all sorts of places, like how friends connect on social media or how money moves around in finance. When we use graphs to make decisions, we want them to be fair. But often, they aren't. This is a big problem. People have been trying to fix it. They've come up
Imagine driving down a busy street, and suddenly, your car has to make a quick decision. This is the kind of challenge that autonomous vehicles face every day. One big problem is missing data. Cars can't always see what's happening around them, and that makes it hard to predict where they should go.
Imagine machines that can see, understand, and even talk about what they see. This is not science fiction; it's the world of foundation models in computer vision. These models are teaching machines to make sense of the complex world around us. Foundation models are like superheroes in the w
Adenoids can become enlarged in children, causing problems like stuffy noses, breathing through the mouth, and even sleep apnea. Usually, doctors use methods like CT scans or nasal endoscopy to check for this. But these methods can be invasive or use radiation, making them less than ideal for regula
Imagine trying to teach a computer to understand medical images, but you don't have enough examples to show it. This is a big challenge in medical image segmentation, where computers try to identify specific parts of an image. One solution is semi-supervised learning, where the computer can learn fr
In the world of 3D object detection, deep learning has been a game-changer. These smart algorithms can spot objects in a 3D space with impressive accuracy. But there's a catch. When these systems learn to recognize new objects, they often forget the old ones. This is what experts call "catastrophic
First, let's talk about the heart. It's not just a muscle; it's a drum that beats to a rhythm unique to each person. This rhythm can change based on emotions. Imagine if we could read these changes without touching the person or invading their privacy. That's exactly what a new technology does. It u
Imagine you're at a crime scene. You need quick and accurate results to solve the case. Portable sensors help, but they have their limits. Environmental factors can mess with their sensitivity and specificity. This is where data fusion (DF) comes in. DF combines information from multiple sensors to
Wearable sensors have become super popular in health and sports. They track our movements and activities, but there's a big problem. These sensors struggle to understand complex activities when they don't have enough examples to learn from. Imagine trying to teach a robot to dance without showing it
Wearable sensors are becoming a game-changer in health monitoring. These tiny devices can track our daily activities and health habits, giving us a clearer picture of our well-being. This is especially important for managing long-term health issues and encouraging healthier living. Imagine having a
