• Weight Space Learning Treating Neural Network Weights as Data

  Paper Review  · 09 Oct 2025 - 10 minutes to read.

  In the world of machine learning, we often think of data as the primary source of information. But what if we started looking at the models themselves as a rich source of data? This is the core idea behind weight space learning, a fascinating and rapidly developing field of AI research. The real question in this post...

• Dev on Docker, Deploy on Singularity The MLOps Workflow You've Been Missing

  Tutorials  · 18 Sep 2025 - 5 minutes to read.

  You’ve perfected your machine learning model in a Docker container on your local machine. But how do you run it on a secure, shared high-performance computing (HPC) cluster? The answer is Singularity. Let’s walk through the process.

• GROOD - GRadient-aware Out-Of-Distribution detection

  Publications  · 12 Sep 2025 - 10 minutes to read.

  Download the paper Check the code

  Out-of-Distribution (OOD) detection, the task of identifying inputs that a model has not been trained on, is fundamental for the safe and reliable deployment of deep learning models in real-world applications like autonomous driving and healthcare. Models that perform well on familiar, in-distribution...