Update index.Rmd with Red-Teaming AI models thesis proposal (#116)

index.Rmd

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 ### Red Teaming AI models {-}
 
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+- *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](https://arxiv.org/abs/2404.12488) developed in our lab. Feel free to contact us if this topic is of interest to you.
 
 ### XAI against Cancer {-}