CV

Contact Information

Name Mathilde Perez
Email mathilde.perez@telecom-paris.fr

Experience

  • 2023 - 2023

    Palaiseau, France

    Research Engineer
    Télécom Paris
    • Simulation of temporal graphs with Hawkes processes
  • 2022 - 2022

    Paris, France

    Human-Computer Interaction Intern
    ISIR — Sorbonne / CNRS
    • Modeling social attention through gaze in a conversational agent (Greta platform)
  • 2021 - 2021

    Purpan, France

    NLP Intern
    CerCo — CNRS
    • Similarities between CLIP and the brain

Education

  • 2023 - present

    Palaiseau, France

    PhD
    Télécom Paris
    Graph Learning, Fairness in AI
    • Fairness constraints on evolutionary graph learning models
    • Evaluation framework for biased vs. unbiased link prediction models
    • Organization committee — Ellis PhD Symposium 2024
    • Teaching assistant — Télécom Paris
    • Lab visit — IDLab, Ghent University
  • 2020 - 2022

    Toulouse, France

    Master MApi3
    Université Paul Sabatier
    Applied Mathematics for Engineering, Industry and Innovation
    • AI, Deep Learning, Machine Learning, Big Data, image processing
    • Optimization, Statistics, Stochastic Simulations, PDEs, Signal Processing
  • 2017 - 2020

    Toulouse, France

    Bachelor MApi3
    Université Paul Sabatier
    Applied Mathematics
  • 2016 - 2016

    Toulouse, France

    Baccalauréat Scientifique
    Lycée des Arènes
    Sciences
    • Honors (Mention Bien), European English section

Publications

Oral Presentations

  • SimHawNet: a modified Hawkes process for temporal network simulation — ECML-PKDD 2025, Porto, Portugal · Slides & CAp 2024, Lille, France

Skills

Programming (Expert): Python, PyTorch, TensorFlow, Scikit-learn, Pandas, NumPy, Matplotlib, C/C++/C#, R, LaTeX, Unity, Java
Machine Learning & AI (Expert): Graph Learning, Deep Learning, Fairness in AI, Temporal Graphs, Hawkes processes
Soft Skills (Expert): Teamwork, Public speaking, Autonomy

Languages

French : Native
English : Advanced