BD
Benjamin Donnot
cs.LGstat.MLcs.AIcs.SYeess.SYeess.SPcs.DCcs.HCcs.SEphysics.soc-ph
On Valency
published · living versionsW_sw3hkajy·v1 · currentpublished
Benchmarking CPU, GPU, and ML Power-Flow Solvers from 14 to 70,000 Buses
with Sami Tazi, Eva Boguslawski, Nourredine Henka
1 version
Preprints & journals
16 papers in the corpus · 2017–2026Benchmarking CPU, GPU, and ML Power-Flow Solvers from 14 to 70,000 Buses2610.27930v1 · Benjamin Donnot, Sami Tazi, Eva Boguslawski et al.2026 · 0 citationsarXivon Valency
RL2Grid: Benchmarking Reinforcement Learning in Power Grid Operations2503.23101v2 · Enrico Marchesini, Benjamin Donnot, Constance Crozier et al.2025 · 0 citationsarXiv
Superposition theorem for flexible grids2310.04437v2 · Antoine Marot, Noureddine Henka, Benjamin Donnot et al.2023 · 1 citationarXiv
Reinforcement learning for Energies of the future and carbon neutrality: a Challenge Design2207.10330v1 · Gaetan Serr'e, Eva Boguslawski, Benjamin Donnot (RTE) et al.2022 · 2 citationsIEEE SSCI ADPRL, IEEE, Dec 2022, Singapour, Singapore
Learning to run a power network with trust2110.12908v2 · Antoine Marot, Benjamin Donnot, Karim Chaouache et al.2021 · 35 citationsarXiv
Learning to run a Power Network Challenge: a Retrospective Analysis2103.03104v2 · Antoine Marot, Benjamin Donnot, Gabriel Dulac-Arnold et al.2021 · 81 citationsProceedings of Machine Learning Research, 2021 NeurIPS 2020 Competition and Demonstration Track
Adversarial Training for a Continuous Robustness Control Problem in Power Systems2012.11390v3 · Loic Omnes, Antoine Marot, Benjamin Donnot2020 · 13 citationsarXiv
Towards an AI assistant for power grid operators2012.02026v2 · Antoine Marot, Alexandre Rozier, Matthieu Dussartre et al.2020 · 14 citationsarXiv
Exploring grid topology reconfiguration using a simple deep reinforcement learning approach2011.13465v2 · Medha Subramanian, Jan Viebahn, Simon H. Tindemans et al.2020 · 27 citations2021 IEEE Madrid PowerTech, 2021
Learning to run a power network challenge for training topology controllers1912.04211v1 · Antoine Marot, Benjamin Donnot, Camilo Romero et al.2019 · 71 citationsarXiv
LEAP nets for power grid perturbations1908.08314v1 · Benjamin Donnot (TAU), Balthazar Donon (TAU), Isabelle Guyon (TAU) et al.2019 · 11 citationsESANN, Apr 2019, Bruges, Belgium
Optimization of computational budget for power system risk assessment1805.01174v1 · Benjamin Donnot (TAU, LRI), Isabelle Guyon (TAU et al.2018 · 14 citations2018 IEEE PES Innovative Smart Grid Technologies Conference Europe, Oct 2018, Sarajevo, Bosnia and Herzegovina. 2018
Anticipating contingengies in power grids using fast neural net screening1805.02608v1 · Benjamin Donnot (TAU, LRI), Isabelle Guyon (TAU et al.2018 · 12 citationsarXiv
Fast Power system security analysis with Guided Dropout1801.09870v1 · Benjamin Donnot, Isabelle Guyon, Marc Schoenauer et al.2018 · 19 citationsarXiv
Guided Machine Learning for power grid segmentation1711.09715v3 · Antoine Marot, Sami Tazi, Benjamin Donnot (LRI et al.2017 · 12 citationsarXiv
Introducing machine learning for power system operation support1709.09527v1 · Benjamin Donnot (TAU, LRI), Isabelle Guyon (LRI et al.2017 · 41 citationsarXiv
Career total: 42 works. 16 are in this corpus.
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