Master Student
vor 2 Monaten
**Profile**
We are looking for a Master Student (f/m/d) for our Research Focus SPOC (Sustainable Process Cognition). We offer the opportunity to write a master thesis on the topic of Federated Learning. Find detailed information below.
**Tasks**
- Literature review
- What are the state-of-the-art VFL methods and frameworks?
- How can stakeholders benefit from federated process modeling and how can data federation be incentivized?
- Contribution to front-end development of a federated process modeling prototype
- What design choices translate to an optimal user experience?
**We offer**
- Family-friendly and flexible working hours (flexitime without core time)
- Possibility of teleworking
- Creative working environment with future opportunities
- Opportunity to work in highly diverse team
- Company events, pleasant working atmosphere, social benefits
**Detailed information**
Modern manufacturing value chains require intelligent orchestration of processes across company borders to maximize profits while fostering social and environmental sustainability. However, despite the overwhelming consensus among the relevant stakeholders that cross-organizational information exchange is imperative for mastering the transition from a linear to a circular economy, privacy concerns about data sharing still need to be addressed.
- References _
- [2] Yang, Liu, et al. "A Survey on Vertical Federated Learning: From a Layered Perspective." arXiv preprint arXiv:2304.01829 (2023). _
- [3] Liu, Yi, et al. "A systematic literature review on federated learning: From a model quality perspective." arXiv preprint arXiv:2012.01973 (2020)._
**Salary**
The minimum gross salary is € 2,891 per month (14 times per year) for full employment. The actual salary depends on the qualifications of the applicant.
We are a constantly growing team of women and would like to further increase the female potential in our organization - so we would be particularly pleased to be able to fill this position with a female researcher.
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