Mohammad Shaique Solanki 🎾

Universität des Saarlandes

Saarland Informatic Campus

66123 Saarbrücken

About Me

I am a PhD researcher at Saarland University and the Neuro-Mechanistic Modeling (NMM) group at DFKI, working under the supervision of Prof. Dr. Verena Wolf. My research lies at the intersection of Explainable Machine Learning and Graph Neural Networks (GNNs), with a recent focus on AI-driven drug discovery and antibiotic candidate optimization. I have a strong preference for mathematically rigorous, first-principles approaches over opaque black-box models.

My academic background actually started in electrical engineering and signal processing. Prior to shifting my focus to molecular machine learning, I was a Senior Research Fellow at the Indian Institute of Science (IISc), Bangalore, where I collaborated with the Indian government’s Department of Science and Technology to predict asthma using vocal breath sounds.

When I’m not forcing graph networks to explain their reasoning or waiting for jobs to finish on the university’s HPC clusters, you’ll usually find me either on a tennis court or cooking or deep in a rabbit hole about historical war logistics, high-altitude mountain warfare tactics and medieval history. Or, if you are lucky to join me, scuba diving in mediterranean along Costa Brava.

Interests

  • Explainable Machine Learning
  • Graph Neural Networks
  • AI-Driven Drug Discovery
  • Molecular Machine Learning
  • Tennis
  • Reading about war strategies and logistics

Education

  • PhD in Computer Science (Explainable Machine Learning), ongoing

    Supervised by Prof. Dr. Verena Wolf at Saarland University

  • MSc in Bioinformatics (Molecular Machine Learning), 2026

    Co-supervised by Prof. Dr. Verena Wolf and Prof. Dr. Dietrich Klakow at Saarland University

    Leveraging the B-cos Transforms for GNNs: Principled, Fast and Accurate Graph Explanations

Publications (2)

2026

1 paper

B-cos GNNs: Faithful Explanations through Dynamic Linearity

2026 — arXiv preprint arXiv:2605.19778

@article{grossBCosGNNsFaithfulExplanations2026,
 author = {Groß, Joschka and Solanki, Mohammad Shaique and Wolf, Verena},
 journal = {arXiv preprint arXiv:2605.19778},
 title = {B-cos GNNs: Faithful Explanations through Dynamic Linearity},
 year = {2026}
}

2023

1 paper

Do Vocal Breath Sounds Encode Gender Cues for Automatic Gender Classification?

2023 — Proc. Interspeech 2023

@inproceedings{solankiDoVocalBreathSounds2023,
 author = {Solanki, Mohammad Shaique and Bharadwaj, Ashutosh and Kylash, Jeevan and Ghosh, Prasanta Kumar},
 booktitle = {Proc. Interspeech 2023},
 pages = {5406--5410},
 title = {Do Vocal Breath Sounds Encode Gender Cues for Automatic Gender Classification?},
 year = {2023}
}