Pierre-François Massiani

According to our database, Pierre-François Massiani authored at least 7 papers between 2021 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

A kernel conditional two-sample test.

Pierre-François Massiani, Christian Fiedler, Lukas Haverbeck, Friedrich Solowjow, Sebastian Trimpe

CoRR, June, 2025

Viability of Future Actions: Robust Safety in Reinforcement Learning via Entropy Regularization.

Pierre-François Massiani, Alexander von Rohr, Lukas Haverbeck, Sebastian Trimpe

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2025

2024

Data-Driven Observability Analysis for Nonlinear Stochastic Systems.

Pierre-François Massiani, Mona Buisson-Fenet, Friedrich Solowjow, Florent Di Meglio, Sebastian Trimpe

IEEE Trans. Autom. Control., June, 2024

On the Consistency of Kernel Methods with Dependent Observations.

Pierre-François Massiani, Sebastian Trimpe, Friedrich Solowjow

Proceedings of the Forty-first International Conference on Machine Learning, 2024

On Statistical Learning Theory for Distributional Inputs.

Christian Fiedler, Pierre-François Massiani, Friedrich Solowjow, Sebastian Trimpe

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

Safe Value Functions.

Pierre-François Massiani, Steve Heim, Friedrich Solowjow, Sebastian Trimpe

IEEE Trans. Autom. Control., May, 2023

2021

On exploration requirements for learning safety constraints.

Pierre-François Massiani, Steve Heim, Sebastian Trimpe

Proceedings of the 3rd Annual Conference on Learning for Dynamics and Control, 2021