Research Associate

1 week ago

Singapore Nanyang Technological University Full time

The Research Associate will design and implement a blockchain-based system for secure and privacy-aware distributed machine learning. The first part is about the training process of a model, in which parties upload privacy-preserving updates (e.g., privacy-preserving gradients/features) to the blockchain. The second part is to track and conserve the accumulated privacy cost, since throughout the lifetime of a party’s data, each uploaded privacy-preserving update can cost the privacy budget of the party’s data. The third part is that after a model is trained, we need to have a market for securely exchanging models.

Key Responsibilities:

- Design and implement a blockchain-based subsystem for secure and privacy-aware federated learning;
- Design and implement a blockchain-based subsystem for saving and tracking user data’s privacy cost spent in machine learning; and
- Design and implement a blockchain-based secure market for exchanging machine learning models.

Job Requirements:

- A master’s degree in Computer Science/Engineering, or Electronic/Electrical Engineering.
- Good communication and coordination skills
- Positive working attitude and a good team player
- Strong sense of responsibility and able to work independently with mínimal supervision
- Self-motivated and able to multi-task

Hiring Institution: NTU

In line with Singapore’s nationwide Vaccination-Differentiated Safe Management Measures (VDS), employees must be fully vaccinated to return to the workplace, unless certified to be medically ineligible. For Information on VDS, please click here.

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