学界招聘|华为法国研究中心运营研究团队招募数据中心通信优化与强化学习博士后

The Operations Research Team at Huawei France Research Center is seeking a highly motivated postdoctoral researcher for a 12-month position (with a possible 6-month extension) in the context of the ANR project Net4AI. The project aims to optimize collective communication within datacenters during large language model (LLM) training and inference.

Research Focus

The primary objective of this position is to develop optimization and learning-based approaches to enhance communication efficiency and reduce training time in datacenters. Key research areas include:

• Offline Optimization: Solving bi-level optimization problems for GPU assignment, job scheduling, and routing.

• Online Decision-Making: Investigating reinforcement learning methods to adaptively buffer and balance tasks based on real-time network conditions.

Keywords

Optimization

Reinforcement Learning

Datacenter Networking

Collective Communication

LLM Training

Position Details

Duration: 12 months (with a possible 6-month extension)

Location: Boulogne-Billancourt, Paris area, France

Start Date: Flexible, but ideally as soon as possible

Responsibilities

• Conduct research on optimization and reinforcement learning techniques for improving datacenter communication.

• Collaborate with a multidisciplinary team to develop and implement novel algorithms.

• Publish findings in top-tier conferences and journals.

• Present research results at international conferences and workshops.

Benefits

Opportunity to work on cutting-edge research in AI infrastructure.

Collaboration with a dynamic and multidisciplinary team.

Access to state-of-the-art research facilities and computational resources.

For more information, please contact the hiring manager at youcef.magnouche@huawei.com.