Publications

Samuel Holt, Max Ruiz Luyten, Thomas Pouplin, Mihaela Van Der Schaar (2025). Improving LLM Agent Planning with In-Context Learning via Atomic Fact Augmentation and Lookahead Search. (Workshop on Computer-use Agents @ ICML 2025) [Oral].

Samuel Holt, Todor Davchev, Dhruva Tirumala, Ben Moran, Atil Iscen, Antoine Laurens, Yixin Lin, Erik Frey, Markus Wulfmeier, Francesco Romano, Nicolas Heess (2025). EvoControl: Multi-Frequency Bi-Level Control for High-Frequency Continuous Control. (ICML 2025).

Samuel Holt, Max Ruiz Luyten, Antonin Berthon, Mihaela Van Der Schaar (2025). G-Sim: Generative Simulations with Large Language Models and Gradient-Free Calibration. (ICML 2025).

Samuel Holt, Zhaozhi Qian, Tennison Liu, Mihaela Van Der Schaar (2024). Data-Driven Discovery of Dynamical Systems in Pharmacology using Large Language Models. (NeurIPS 2024).

Samuel Holt, Tennison Liu, Mihaela Van Der Schaar (2024). Automatically Learning Hybrid Digital Twins of Dynamical Systems. (NeurIPS 2024) [Spotlight, top 5% of papers].

Samuel Holt, Chris Lu, Claudio Fanconi, Alex J. Chan, Jakob Foerster, Mihaela Van Der Schaar, Robert Tjarko Lange (2024). Discovering Preference Optimization Algorithms with and for Large Language Models. (NeurIPS 2024).

PDF Cite Code Project

Samuel Holt, Max Ruiz Luyten, Mihaela Van Der Schaar (2024). L2MAC: Large Language Model Automatic Computer for Extensive Code Generation. (ICLR 2024).

Samuel Holt, Jeroen Berrevoets, Krzysztof Kacprzyk, Zhaozhi Qian, Mihaela Van Der Schaar (2024). ODE Discovery for Longitudinal Heterogeneous Treatment Effects Inference. (ICLR 2024) [Spotlight, top 5% of papers].

Samuel Holt, Alihan Hüyük, Mihaela Van Der Schaar (2023). Active Observing in Continuous-time Control. (NeurIPS 2023).

Samuel Holt, Alihan Hüyük, Zhaozhi Qian, Hao Sun, Mihaela Van Der Schaar (2023). Neural Laplace Control for Continuous-time Delayed Systems. (AISTATS 2023).

PDF Cite Code Video

Samuel Holt, Zhaozhi Qian, Mihaela Van Der Schaar (2023). Deep Generative Symbolic Regression. (ICLR 2023).

PDF Cite Code Video

Samuel Holt, Zhaozhi Qian, Mihaela Van Der Schaar (2022). Neural Laplace: Learning diverse classes of differential equations in the Laplace domain. (ICML 2022) [Long Oral, top 2% of papers].

PDF Cite Code Video