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PhD Position F/M Theory for Discrete Diffusion Models

Inria · Paris

Research instituteonsitePhD
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At a glance

Highlights

  • Research theory of discrete diffusion models as alternative to autoregression.
  • Analyze how statistical and optimization errors affect generated sample quality.
  • Validate theory with numerical experiments under ERC Grant DYNASTY.

What they offer

  • Travel to conferences for paper presentation
  • Travel expenses covered within limits of scale in force

Ideal candidate

A theoretically-minded researcher passionate about generative models and deep learning theory who enjoys proving results and validating them through experiments and scientific writing.

Requirements

  • High-level professional/academic English
  • Good level of coding in Python and related deep learning libraries

Lab profile

About Inria

French national research institute advancing digital sciences, computing, AI and applied mathematics.

What they build

  • Digital sciences and computing research
  • Artificial intelligence for microscopy and video analysis
  • Quantum information theory

Known for

  • Joint teams with Paris-Saclay University and Institut Polytechnique de Paris
  • Embedded in Paris-Saclay science and technology cluster
  • Rich R&D ecosystem with startups, industry and clusters
  • International collaborations and multinational scientific staff

Key facts

  • Founded in 1967
  • Headquartered in France
  • Nine research centres across France
More about Inria →
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