Deep Symbolic Optimization: Reinforcement Learning for Equation Discovery
Keynote, AI for Science 2025, Ljubljana, Slovenia
Keynote talk on deep symbolic optimization and reinforcement learning for equation discovery at AI for Science 2025.
Talks and presentations
Selected keynotes, invited talks, conference presentations, and posters across AI for science, interpretable machine learning, cardiac modeling, and scientific computing. Where available, entries include slides, video, or external event pages.Deep Symbolic Optimization for Scientific Discovery
Symposium talk, AAAI 2023 Spring Symposium on Computational Approaches to Scientific Discovery, Hyatt Regency, San Francisco Airport, California
Symposium talk on deep symbolic optimization as a framework for scientific discovery across symbolic regression, control, and other structured design problems.
Intracardiac Electrical Imaging Using the 12-Lead ECG: A Machine Learning Approach Using Synthetic Data
Conference talk, 49th Computing in Cardiology Conference, Virtual
Conference presentation on intracardiac electrical imaging from 12-lead ECGs using machine learning trained with synthetic data.
Deep Symbolic Optimization: A framework for symbolic optimization using Deep Learning
Workshop talk, Center for Advanced Signal and Image Sciences (CASIS) 25th Annual Workshop, Virtual
Workshop talk introducing Deep Symbolic Optimization as a framework for symbolic optimization using deep learning.
Discovering symbolic policies with deep reinforcement learning
Conference talk, The 38th International Conference on Machine Learning (ICML 2021), Virtual
Conference presentation on discovering interpretable symbolic policies with deep reinforcement learning.
Improving Exploration in Policy Gradient Search
Workshop talk, 1st Mathematical Reasoning in General Artificial Intelligence Workshop, ICLR 2021, Virtual
Workshop talk on improving exploration in policy-gradient search for symbolic optimization problems.
Numerical approximation of the electromechanical coupling in the left ventricle with inclusion of the Purkinje network
Workshop talk, INdAM Workshop - Mathematical and Numerical Modeling of the Cardiovascular System, Rome, Italy
Workshop talk on numerical approximation of electromechanical coupling in the left ventricle, including the Purkinje network.
Coupling schemes and unfitted mesh methods for fluid-structure interaction
Conference talk, ECCOMAS Young Investigators Conference 2017, Milano, Italy
Conference presentation on coupling schemes and unfitted-mesh methods for fluid-structure interaction. Participant in the ECCOMAS PhD Olympiad 2017.
Coupling schemes for the FSI forward prediction challenge: comparative study and validation
Conference talk, VII International Conference on Coupled Problems in Science and Engineering, Rhodes Island, Greece
Conference presentation on coupling schemes for the FSI Forward Prediction Challenge, with a comparative study and validation focus.
Nitsche-XFEM formulations and splitting schemes for the coupling of an incompressible fluid with immersed thin-walled structures
Conference talk, XIII SIMAI Biannual Congress (SIMAI 2016), Milano, Italy
Conference presentation on Nitsche-XFEM formulations and splitting schemes for coupling an incompressible fluid with immersed thin-walled structures.
Nitsche-XFEM for the coupling of an incompressible fluid with immersed thin-walled structures
Seminar talk, Séminaire d’analyse numérique, Université de Genève, Geneva, Switzerland
Seminar talk on Nitsche-XFEM methods for coupling an incompressible fluid with immersed thin-walled structures.
Nitsche-XFEM for the coupling of an incompressible fluid with immersed thin-walled structures
Conference talk, 13th U.S. National Congress on Computational Mechanics (USNCCM13), San Diego, California, USA
Conference presentation on Nitsche-XFEM methods for coupling an incompressible fluid with immersed thin-walled structures.
Splitting schemes for fluid/thin-walled structure interaction using unfitted meshes
Poster, International workshop on numerical methods and applications in fluid-structure interactions, Laboratoire Jean Kuntzmann, Grenoble, France
Poster presentation on splitting schemes for fluid and thin-walled structure interaction using unfitted meshes.
Recent developments in explicit Robin-Neumann schemes for fluid-structure interaction
Conference talk, WCCM-ECCM-ECFD 2014, Barcelona, Spain
Conference presentation on recent developments in explicit Robin-Neumann schemes for fluid-structure interaction.
Fully decoupled time-marching schemes for incompressible fluid/thin-walled structure interaction
Conference talk, 12th U.S. National Congress on Computational Mechanics (USNCCM12), Raleigh, North Carolina, USA
Conference presentation on fully decoupled time-marching schemes for incompressible fluid and thin-walled structure interaction.