Open PhD Positions in Mathematics: Positions Available for Mathematical Ph.D. Students interested in Optimal Transport and Robust Machine Learning should apply to the Weierstrass Institute for Applied Analysis and Stochastics (WIAS) in Berlin, Germany. Computational optimization theory (OT), kernel techniques, distributional robustness, optimization, generalization, deep generative models, Bayesian inference, and computational OT are all aspects of the positions.
Research Area:
The research areas include optimal transport and gradient flow applications in machine learning and optimization, probabilistic machine learning, Bayesian inference, generative models, robustness and generalization in machine learning, causal inference, and robust optimization.
Location: Berlin, Germany the convergence of robustness with causality or fairness.
Eligibility/Qualification:
The ideal candidate will have a background in machine learning or applied mathematics (e.g., optimization, analysis of PDE/SDE), with a master’s degree and relevant research experience. This should be demonstrated through high-quality technical reports or publications in reputable venues such as NeurIPS, ICML, ICLR, AISTATS, UAI, AAAI, CoLT, JMLR, TMLR, etc. Candidates with strong applied or industrial experiences, such as deep learning, will also be considered.
Job Description:
The position offers the opportunity to join a leading research institution reputed for its strength in mathematical optimization, dynamical systems, and applied mathematics. Candidates will have the chance to collaborate with partners at top institutions as well as to engage in a vibrant and diverse research environment provided by the Berlin Mathematical School, a joint graduate school of the three major Berlin universities. The office space is located in downtown Berlin, a culturally rich and diverse city that offers ample opportunities for both professional and personal growth.
How to Apply:
Qualified candidates are encouraged to send the following to the provided email address with the subject containing [apply-phd-ot]:
- CV with links to existing works
- Master’s thesis (if any) and any previous technical reports or publications related to the position
- Transcripts for bachelor’s and master’s
Last Date for Apply:
The position will remain open until filled, and due to the volume of inquiries, the institute can only respond when there is a fit. Hence, prospective candidates are requested to excuse any delay in response.
