[Stellenangebote] PhD Positions in Explainable AI and Trustworthy ML, Fraunhofer HHI, Berlin

[Samek, Wojciech]

Dear Students,

my lab at Fraunhofer HHI offers two (fully funded, EG13) PhD Positions with the focus:

  1.  Next-generation Explainable AI (https://jobs.fraunhofer.de/job-invite/62199/)
     *   Multimodal, higher-order, concept-level and multi-step XAI approaches
     *   Human-centered explainability and human-in the loop XAI
     *   XAI beyond classification (e.g., explaining reinforcement learning, segmentation, reasoning problems)
     *   XAI-based model training, debugging and auditing



  1.  Reproducible and Trustworthy ML (https://jobs.fraunhofer.de/job-invite/62201/)
     *   Research on robustification techniques such as adversarial training, data normalization, robust activation functions
     *   Development of novel model and data quality metrics
     *   Analysis of the trustworthiness of XAI methods and development of specific robustification techniques
     *   Research into different aspects of ML reproducibility (configurations, preprocessing, model and data cards)
     *   Investigation of the relationship between model performance, robustness and interpretability

If these topics sound interesting to you, please apply.

Best regards,
Wojciech Samek

--
Prof. Dr. Wojciech Samek
Chair for Machine Learning and Communications, TU Berlin
Head of AI Department, Fraunhofer HHI
Fellow at BIFOLD - Berlin Institute of the Foundations of Learning and Data

Einsteinufer 37, 10587 Berlin, Germany
Phone : +49 30 31002 417
Mobil : +49 1511 1780 258
Email  : wojciech.samek at hhi.fraunhofer.de
Web    : http://iphome.hhi.de/samek