Sub-site · Academic
I work on the nuclear many-body problem across theory, statistics, and experiment. The methods change with the question, from Bayesian emulators and interpretable models to laser spectroscopy at the proton drip line.
Journal Physical Review Letters 136, 082501
Proceedings ACM ICAIF ’25 (6th Int. Conf. on AI in Finance)
Journal Communications Physics 8, 101
Proceedings NeurIPS 36 (2023)
Journal Physical Review D 107, 036008
Proceedings J. Phys.: Conf. Ser. (ACAT 2022)
Journal Machine Learning: Science and Technology
Report CERN-OPEN-2022-009
MIT, Laboratory of Exotic Molecules and Atoms · Cambridge, USA
Built Bayesian, multi-fidelity emulators for ab initio nuclear structure (VS-IMSRG) with full uncertainty quantification. Bayesian calibration and Shapley sensitivity of chiral EFT couplings. First laser-spectroscopy measurements of charge radii near the proton drip line. Large-scale calculations on HPC (SubMIT, ORNL); DAQ design and radioactive-molecule experiments with Harvard and Caltech.
Research collaboration (academia and industry)
Constrained diffusion models for synthetic financial tabular data, with collaborators across academia and industry. Published at ACM ICAIF ’25.
CERN, Vanderbilt University · Geneva / Nashville
b-tagging and anomaly detection for the luminosity detectors; data pipelines for the BRIL system. Beyond-Standard-Model dark-matter studies at the LHC.
University of British Columbia · Vancouver, Canada
Atomic Cluster Expansion methods and symmetry-conserving models, including representations for non-compact groups.
EIA University, Universidad de Medellín · Colombia
Neutrino oscillation phenomenology at DUNE and scalar dark-matter models. Geometric methods for particle reconstruction; physics-informed solvers for the Schrödinger equation.
A nonprofit working to make technology and science education accessible to more people.
A data and AI company building analytics and decision tools.
Massachusetts Institute of Technology · Cambridge, USA
Laboratory of Exotic Molecules and Atoms. Advisor: Ronald F. García Ruiz. Nuclear structure across theory, computation, and precision laser spectroscopy at FRIB.
EIA University · Envigado, Colombia
GPA 4.9 / 5.0, top of class.
Universidad de Antioquia · Medellín, Colombia
INT Workshop “Nuclear Hamiltonians for Advancing Nuclear Physics and Beyond”
Physics Department Colloquium
Nuclear & Particle Physics Seminar
PAINT 2025
ACAT 2025
Ab Initio Nuclear Theory
DNP Meeting
AI4Physics