Secure Decentralized Learning

Position description

**Category**:

- Mathematics, information, scientific, software

**Contract**:

- Internship

**Job title**:

- Secure Decentralized Learning - Internship H/F

**Subject**:

- The goal of this internship is to explore the combination of Multi-Party Computation (MPC) and Differential Privacy (DP) to assess the feasibility and effectiveness of these approaches in ensuring confidentiality.

**Contract duration (months)**:

- 6

**Job description**:
In this context, we aim to achieve confidentiality, ensuring that private local data is not leaked while providing a practical solution.Objective: The goal of this internship is to explore the combination of Multi-Party Computation (MPC) and Differential Privacy (DP) to assess the feasibility and effectiveness of these approaches in ensuring confidentiality.Our team has previously conducted an exploratory study on MPC in the Federated Learning context, which provides a strong foundation for studying the integration of Differential Privacy techniques.-
Methodology: The intern will be responsible for the following tasks:
Become familiar with the Differential Privacy principles.
Conduct a state-of-the-art review of Differential Privacy in Federated Learning and its combination with Multi-Party Computation.
Become familiar with the MPC solution developed in the laboratory.
Select a Differential Privacy approach and design a solution to integrate it with the existing MPC solution.
Implement the integrated solution.
Evaluate the performance of the solution.**Requirements**:
Background in computer science or a related field, with a focus or strong interest in distributed systems, cryptography, and machine learning.
Programming skills in languages commonly used for cryptographic or machine learning tasks (e.g., Python, C++, or Rust).
Comfortable working in English, both for communication and documentation purposes.Position location

**Site**:

- Saclay

**Job location**:

- France, Ile-de-France, Essonne (91)

**Location**:

- Palaiseau

**Prepared diploma**:

- Bac+5 - Diplôme École d'ingénieurs

**PhD opportunity**:

- Oui

Requester

**Position start date**:

- 01/03/2025

General information

**Organisation**:
The French Alternative Energies and Atomic Energy Commission (CEA) is a key player in research, development and innovation in four main areas:

- defence and security,
- nuclear energy (fission and fusion),
- technological research for industry,
- fundamental research in the physical sciences and life sciences.

Drawing on its widely acknowledged expertise, and thanks to its 16000 technicians, engineers, researchers and staff, the CEA actively participates in collaborative projects with a large number of academic and industrial partners.

The CEA is established in ten centers spread throughout France

**Reference **:2024-33978