Solving the Traveling Salesperson Problem with Precedence Constraints by Deep Reinforcement Learning. - Christian Löwens; Inaam Ashraf; Alexander Gembus; Genesis Cuizon; Jonas K. Falkner; Lars Schmidt-Thieme (KI, 2022)

Detecting Backdoors in Collaboration Graphs of Software Repositories. - Tom Ganz; Inaam Ashraf; Martin Härterich; Konrad Rieck (CODASPY, 2023)

Spatial Graph Convolution Neural Networks for Water Distribution Systems. - Inaam Ashraf; Luca Hermes; André Artelt; Barbara Hammer (IDA, 2023)

Physics-Informed Graph Neural Networks for Water Distribution Systems. - Inaam Ashraf; Janine Strotherm; Luca Hermes; Barbara Hammer (AAAI, 2024)

Challenges, Methods, Data-A Survey of Machine Learning in Water Distribution Networks. - Valerie Vaquet; Fabian Hinder; André Artelt; Inaam Ashraf; Janine Strotherm; Jonas Vaquet; Johannes Brinkrolf; Barbara Hammer (ICANN (9), 2024)

Fairness-enhancing classification methods for non-binary sensitive features - How to fairly detect leakages in water distribution systems. - Janine Strotherm; Inaam Ashraf; Barbara Hammer (PeerJ Comput. Sci., 2024)

Scalable and Robust Physics-Informed Graph Neural Networks for Water Distribution Systems. - Inaam Ashraf; André Artelt; Barbara Hammer (CoRR, 2025)