Florent Delgrange

According to our database, Florent Delgrange authored at least 8 papers between 2019 and 2024.

Collaborative distances:

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

2024

Synthesis of Hierarchical Controllers Based on Deep Reinforcement Learning Policies.

Florent Delgrange, Guy Avni, Anna Lukina, Christian Schilling, Ann Nowé, Guillermo A. Pérez

CoRR, 2024

The Wasserstein Believer: Learning Belief Updates for Partially Observable Environments through Reliable Latent Space Models.

Raphaël Avalos, Florent Delgrange, Ann Nowé, Guillermo A. Pérez, Diederik M. Roijers

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

Wasserstein Auto-encoded MDPs: Formal Verification of Efficiently Distilled RL Policies with Many-sided Guarantees.

Florent Delgrange, Ann Nowé, Guillermo A. Pérez

Proceedings of the Eleventh International Conference on Learning Representations, 2023

2022

Distillation of RL Policies with Formal Guarantees via Variational Abstraction of Markov Decision Processes.

Florent Delgrange, Ann Nowé, Guillermo A. Pérez

Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021

Distillation of RL Policies with Formal Guarantees via Variational Abstraction of Markov Decision Processes (Technical Report).

Florent Delgrange, Ann Nowé, Guillermo A. Pérez

CoRR, 2021

2020

Life is Random, Time is Not: Markov Decision Processes with Window Objectives.

Thomas Brihaye, Florent Delgrange, Youssouf Oualhadj, Mickael Randour

Log. Methods Comput. Sci., 2020

Simple Strategies in Multi-Objective MDPs.

Florent Delgrange, Joost-Pieter Katoen, Tim Quatmann, Mickael Randour

Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2020

2019

Simple Strategies in Multi-Objective MDPs (Technical Report).

Florent Delgrange, Joost-Pieter Katoen, Tim Quatmann, Mickael Randour

CoRR, 2019