Mentoring

Mentoring

I am available to mentor students on topics related to eXplainable Artificial Intelligence. Both international and out-of-country (remote meetings only) and local students are welcome. I am open to students at any level (undergrads, masters, PhDs). The project and the mentoring style will be adapted to your goals, desires, and background. Women, first-generation students, and underrepresented minorities are strongly encouraged to contact me if interested.

There are several available projects, but I would be happy to help you with your idea if you have any. Below, you can find a list of topics (and related papers) on which I have ideas and projects.

If you are interested in my supervision, please email me with the subject [mentoring], including some info about you and your interests. If you are interested in one of the topics listed below, please read the related papers and think about possible extensions. Usually, my response time is less than one day.

Topics

You can check the projects available at AIEA Lab.

Additionally, I am interested in the following topics:

• Explaining Deep Learning through Memory Tracking
  • [Paper 1]
  • [Paper 2]
• Explaining Reinforcement Learning
  • [Paper 1]
  • [Paper 2]
  • [Paper 3]
• Mechanistic Interpretability
  • [Paper 1]
  • [Paper 2]
  • [Paper 3]
• Understanding Neurons Behavior in Deep Learning
  • [Paper 1]
  • [Paper 2]
  • [Paper 3]
• Prototype-based Neural Networks
  • [Paper 1]
  • [Paper 2]
  • [Paper 3]
• Concept-based Neural Networks
  • [Paper 1]
  • [Paper 2]
  • [Paper 3]
• Quantitative Evaluation of Explanations
  • [Paper 1]
  • [Paper 2]
• Visual Analytics for Explainable AI
  • [Paper 1]