PhD: Theory of Discrete Diffusion for Deep Learning

1000scholars; Paris; Hybrid; EUR 20,000 - 27,000; Full time

Job summary

Inria Paris is offering a PhD position in Theory for Discrete Diffusion Models within the DYNASTY ERC Starting Grant. The role focuses on theoretical foundations and empirical validation, with possible conference travel and paper presentations.

The candidate will work on generalization, statistical analyses and experiments to validate theory. The successful applicant will contribute to multiple high-impact publications and collaboration across the project, with a start date of Jan 2027 and a

Qualifications

• High level of professional/academic English.
• Proficient coding in Python with DL libraries.

Responsibilities

• Conduct theoretical research.
• Conduct experiments for empirical verification.
• Write scientific articles.
• Disseminate the scientific work in appropriate venues.

Skills

English language

Python

Tools

PyTorch

NumPy

Job description

Inria Paris is offering a PhD position in Theory for Discrete Diffusion Models within the DYNASTY ERC Starting Grant. The role focuses on theoretical foundations and empirical validation, with possible conference travel and paper presentations.

The candidate will work on generalization, statistical analyses and experiments to validate theory. The successful applicant will contribute to multiple high-impact publications and collaboration across the project, with a start date of Jan 2027 and a