Adrien Petralia

PhD, AI Researcher @ EDF R&D

Specializing in data mining and deep learning for electricity consumption time series analytics.

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Adrien Petralia
Paris, France
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About Me

I am a Research Scientist at EDF R&D, specializing in data mining and deep learning for electricity consumption time series analytics. My research focuses on representation learning with large-scale Transformer models, time series classification and regression, and Non-Intrusive Load Monitoring (NILM) applications.

I completed my Ph.D. in Artificial Intelligence at Université Paris Cité and EDF R&D, under the supervision of Prof. Themis Palpanas.

Research Interests

Deep Learning Time Series Analysis Transformer Models NILM Applications Data Mining

News

  1. KDD Conference Toronto

    Presented the final paper from my PhD at KDD 2025 (Toronto, Canada).

    Talks Publications
  2. ICDE 2 papers Hong Kong

    Presented two papers at ICDE 2025 (Hong Kong).

    Talks Publications
  3. Defense Université Paris Cité Paris

    Defended my PhD at Université Paris Cité (Paris).

    Talks
  4. VLDB 2 papers Guangzhou

    Presented two papers at VLDB 2024 (Guangzhou, China).

    Talks Publications
  5. Summer School DiiP Paris

    Attended the DiiP Interdisciplinary Summer School on Data Science (Paris).

  6. Summer School ACDL Tuscany

    Attended the ACDL Summer School on Data Science (Grosseto, Tuscany, Italy).

  7. e‑Energy Conference Orlando

    Presented the first paper of my PhD at ACM e‑Energy ’23 (Orlando, FL).

    Publications
  8. PhD Start LIPADE EDF R&D

    Started my PhD at Université Paris Cité (LIPADE) and EDF R&D (Paris‑Saclay).

Publications

Explore my research publications and academic work.

Talks

View my conference presentations and invited talks.

Teaching and Service

Teaching, supervision, program committees, and peer review.