Representation Learning | Florent Delgrangehttps://delgrange.me/tag/representation-learning/Representation LearningWowchemy (https://wowchemy.com)en-usFri, 23 May 2025 00:00:00 +0000https://delgrange.me/media/icon_hu55be7e40e5cc7772513f5d192dadedff_14178_512x512_fill_lanczos_center_3.pngRepresentation Learninghttps://delgrange.me/tag/representation-learning/Composing Reinforcement Learning Policies, with Formal Guaranteeshttps://delgrange.me/publication/delgrange-2025-synthesis/Fri, 23 May 2025 00:00:00 +0000https://delgrange.me/publication/delgrange-2025-synthesis/<p>This work received the <strong>Best Poster Award</strong> at <a href="https://www.benerl.org/workshop/2025-eindhoven#h.1145sba7zrwi" target="_blank" rel="noopener">BeNeRL 2025</a>.</p>Integrating RL and Planning through Optimal Transport World Modelshttps://delgrange.me/publication/ropke-2025-integrating-rl-planning-ot-world-models/Tue, 01 Apr 2025 00:00:00 +0000https://delgrange.me/publication/ropke-2025-integrating-rl-planning-ot-world-models/Activating Formal Verification of Deep Reinforcement Learning Policies by Model Checking Bisimilar Latent Space Modelshttps://delgrange.me/publication/thesis/Tue, 20 Aug 2024 00:00:00 +0000https://delgrange.me/publication/thesis/The Wasserstein Believer: Learning Belief Updates for Partially Observable Environments through Reliable Latent Space Modelshttps://delgrange.me/publication/https-doi-org-10-48550-arxiv-2303-03284/Wed, 29 May 2024 00:00:00 +0000https://delgrange.me/publication/https-doi-org-10-48550-arxiv-2303-03284/WAE-PCN: Wasserstein-autoencoded Pareto Conditioned Networkshttps://delgrange.me/publication/wae-pcn/Mon, 29 May 2023 00:00:00 +0000https://delgrange.me/publication/wae-pcn/Wasserstein Auto-encoded MDPs @ ICLR 2023https://delgrange.me/talk/wasserstein-auto-encoded-mdps-@-iclr-2023/Mon, 01 May 2023 10:42:42 +0100https://delgrange.me/talk/wasserstein-auto-encoded-mdps-@-iclr-2023/Wasserstein Auto-encoded MDPs: Formal Verification of Efficiently Distilled RL Policies with Many-sided Guaranteeshttps://delgrange.me/publication/delgrange-2023-wasserstein/Sun, 01 Jan 2023 00:00:00 +0000https://delgrange.me/publication/delgrange-2023-wasserstein/Formal Verification of Efficiently Distilled RL Policies with Many-sided Guarantees @ BNAIC/BeNeLearn 2022https://delgrange.me/talk/formal-verification-of-efficiently-distilled-rl-policies-with-many-sided-guarantees-@-bnaic/benelearn-2022/Mon, 07 Nov 2022 10:42:42 +0100https://delgrange.me/talk/formal-verification-of-efficiently-distilled-rl-policies-with-many-sided-guarantees-@-bnaic/benelearn-2022/