Prof. Dr. Christoph Lippert

Alexander Rakowski, M.Sc. Eng

Research Assistant, PhD Candidate

Phone: +49(0)176 67082447p>

Room: G-2.1.32

Email: alexander.rakowski(at)hpi.de

Links: Research School pageGoogle Scholar

Research Interests

  • Disentangled Latent Space Representations
  • Generative Modeling
  • Deep Representation Learning

Research Projects

  • Effect of Sparsity on Disentanglement: Several sparsity-inducing penalties are implemented within the Variational Autoencoders framework to quantify their effect on learning disentangled representations (a more detailed description can be found on my Research School page).
  • Disentangling via Transformation-Robust Representations: Invariance against groups of transformations on particular latent space dimensions is imposed, allowing to incorporate prior knowledge on a weakly-supervised level.