Florent Delgrange

3 papers · 2022–2024 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (10) 📈 Trend Setter

Venues

ICLR (2) AAAI (1)

Top co-authors

Ann Nowe (3) Guillermo Pérez (2) Diederik M Roijers (1) Raphaël Avalos (1) Guillermo A. Pérez (1)

Research topics

Artificial Intelligence (3) Core AI (3) Deep Learning (2) Machine Learning (2) Reinforcement Learning (2) Methods (2) Models (2) Application Areas (1) Core Methods (1)

Keywords

reinforcement learning (3) variational autoencoder (2) policy distillation (2) markov decision process (2) partially observable environment (1) latent space model (1) wasserstein distance (1) belief update (1) optimal transport (1) formal methods (1) formal verification (1)

Papers

The Wasserstein Believer: Learning Belief Updates for Partially Observable Environments through Reliable Latent Space Models ICLR 2024 Wasserstein Auto-encoded MDPs: Formal Verification of Efficiently Distilled RL Policies with Many-sided Guarantees ICLR 2023 Distillation of RL Policies with Formal Guarantees via Variational Abstraction of Markov Decision Processes AAAI 2022