Researcher

Marcello Restelli

Marcello Restelli is a full professor at Politecnico di Milano, where he coordinates the Real-Life Reinforcement Learning lab (RL3). The lab works on reinforcement learning, the branch of machine learning in which software improves through rewards for its actions. He studied computer science engineering at Politecnico di Milano, earning a Ph.D. there in 2004, and in 2020 he co-founded ML cube, a university spin-off. A paper on maximum state entropy exploration, written with Mirco Mutti and Riccardo De Santi, won an Outstanding Paper Award at ICML 2022. He also received NeurIPS Reviewer Awards in 2013 and 2019 and was appointed an ELLIS Fellow in October 2024.

Now at
Polytechnic University of Milan and Department of Electronics, Information and Bioengineering
Works
322
Citations
3,671
h-index
29

Publication numbers from OpenAlex, as of 15 October 2026.

Timeline

  1. 1975

    Born in Busto Arsizio

    He is born in 1975 in Busto Arsizio, a city close to Milan.

  2. 2000–2004

    Degrees from Politecnico di Milano

    At Politecnico di Milano, he gets a Laurea in computer science engineering in 2000 and a Ph.D. in information engineering in 2004.

  3. 2013–2019

    NeurIPS reviewer awards

    He receives NeurIPS Reviewer Awards in 2013 and again in 2019.

  4. 2017

    Joining the AI Observatory

    In 2017 he becomes a scientific member of the Artificial Intelligence Observatory at Politecnico di Milano.

  5. 2020

    Co-founding ML cube

    He co-founds ML cube, a spin-off of Politecnico di Milano, in 2020.

  6. 2022

    An ICML Outstanding Paper Award

    A paper on maximum state entropy exploration, written with Mirco Mutti and Riccardo De Santi, wins the Outstanding Paper Award at ICML 2022.

  7. October 2024

    Appointed an ELLIS Fellow

    In October 2024, he is appointed an ELLIS Fellow together with Nicola Gatti.

  8. As of October 2026

    Full professor coordinating RL3

    He is a full professor at the Department of Electronics, Information and Bioengineering, where he coordinates the Real-Life Reinforcement Learning Research Lab (RL3).

Sources and credits

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  1. Marcello Restelli's Homepage restelli.faculty.polimi.it. Checked 15 October 2026.
  2. People - DEIB deib.polimi.it. Checked 15 October 2026.
  3. People rl.airlab.deib.polimi.it. Checked 15 October 2026.
  4. Real-Life Reinforcement Learning: Foundations, Challenges, and Industrial Impact - SUPSI supsi.ch. Checked 15 October 2026.
  5. ICML 2022 Awards icml.cc. Checked 15 October 2026.
  6. ICML 2022: OUSTANDING PAPER AWARD TO MARCELLO RESTELLI - News - DEIB deib.polimi.it. Checked 15 October 2026.
  7. Awards in AI: Nicola Gatti and Marcello Restelli Appointed ELLIS Fellows, Alberto Marchesi ELLIS Scholar - News - DEIB deib.polimi.it. Checked 15 October 2026.