About
The Machine Analysis of Data for Human Audition and Visualization (MADHAV) Lab is a research group at the Department of Electrical Engineering at KU Leuven and the Department of Electrical Engineering at the IIT Kanpur. It is set up and led by Prof. Vipul Arora.
Our research interests lie at the intersection of the theory and application of probabilistic machine learning - with a focus on applications in Audio and Physics. Our group focuses in the following areas:
- Probabilistic Machine Learning
- Uncertainty Estimation
- Data efficient learning and adaptation
- Generative AI
- Normalizing flows, flow matching, adversarial learning, diffusion models
- Sampling methods: Monte Carlo, application in Physics (lattice QCD and statistical physics)
- Audio signal processing
- Audio LLMs: textless speech tokenization and fast search
- Music analysis
- Speech recognition
- Other applications
- Image generation
- Sensor calibration
