Thesis proposals

The MI2.AI team is the place where you can conduct research leading to your engineering, master’s or PhD thesis. As a general rule (although there are exceptions), engineering theses focus on the development of software, master’s theses on the development of a data analysis method, PhD theses on the solution of a larger scientific problem.

We are currently working in four areas. Below are general topics on which you can build an interesting thesis

Red Teaming AI models

  • Explaining computer vision models with diffusion models: generative models, and diffusion models in particular, offer impressive capabilities for conditional image manipulation, conditional sampling and allow to incorporate external (not seen during training) objectives into the generative process. One of the ways to advance the state of current methodologies for explaining visual classifiers would be to use diffusion models as a tool to find or synthesize explanations. Many projects with varying levels of detail and advancement are available. For an example paper from this research field, see this work developed in our lab. Feel free to contact us if this topic is of interest to you.

XAI against Cancer

  • Analysis of the distribution of tumours in the Polish population

XAI for Space

  • TODO

XAI for Education

  • TODO