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for magnitudes between 7 and 8. Research program The project will aim to adapt PEGSGraph (Juhel et al., 2024), a graph neural network we designed for rapid magnitude estimation from PEGS (Hourcade et al., 2025) in
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structured data processing and an opening toward applications in software engineering. Research program The project will investigate how to generate and execute specialized LLM-based workflows from high-level
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group: MARIANNE (https://team.inria.fr/marianne/). The MARIANNE project-team pursues high-impact research in Artificial Intelligence with a focus on data and models for computational argumentation in
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interactions: https://team.inria.fr/stars/) combines advanced theory with cutting edge practice focusing on cognitive vision systems. The research for this Ph.D. lies at the intersection of Computer Vision