Large-scale feature learning of chromosome conformation for genome modeling
Seminar talk, Argonne National Laboratory, Virtual
Presentation at Argonne National Laboratory. The slides can be found here.
Presentations
Discovery of cellular reprogramming methodology through single-cell foundation models
Seminar talk, Walter E. Lay Auto Lab, Ann Arbor, MI, USA
Presentation at the Frontiers in Scientific Machine Learning Lecture Series. The slides can be found here, and a recording of the presentation here.
Simulation-based inference of dynamical systems with model uncertainty
Conference presentation, Vancouver Convention Center, Vancouver, Canada
Minisymposium presentation at the 16th World Congress on Computational Mechanics and 4th Pan American Congress on Computational Mechanics (WCCM-PANACM). The slides can be found here.
Correcting for error in reduced-order modeling using experimental partial observations and Bayesian system ID
Conference presentation, Savoia Excelsior Palace Trieste and Stazione Marittima, Trieste, Italy
Minisymposium presentation at SIAM Conference on Uncertainty Quantification (UQ24). The slides can be found here.
Learning partially observed stochastic dynamical systems
Conference presentation, Town and Country Resort, San Diego, CA, USA
Minisymposium presentation at SIAM Conference on Mathematics of Data Science (MDS22). The slides can be found here.
Accounting for model uncertainty in the identification of partially known models
Conference presentation, NOVA Spektrum, Oslo, Norway
Minisymposium presentation at 8th European Congress on Computational Methods in Applied Sciences and Engineering (ECCOMAS). The slides can be found here.
Bayesian learning of stochastic dynamical models for quantities of interest
Conference presentation, Westin Peachtree Plaza, Atlanta, GA, USA
Minisymposium presentation at SIAM Conference on Uncertainty Quantification (UQ22). The slides can be found here.
Enforcing physical phenomena in system identification using Bayesian inference and stochastic models
Conference presentation, Hyatt Regency Mission Bay, San Diego, CA, USA
Conference presentation at IACM Conference on Mechanistic Machine Learning and Digital Twins for Computational Science, Engineering and Technology (MMLDT-CSET). The slides can be found here.
Accounting for model errors in probabilistic linear identification of nonlinear PDE systems
Conference presentation, Virtual, Online
Minisymposium presentation at 16th U.S. National Congress on Computational Mechanics. The slides can be found here.
A new objective function for identification of partially observed LTI dynamical systems from input-output data.
Poster presentation, Virtual, Online
Poster presentation at 3rd Annual Learning for Dynamics & Control Conference. The poster can be found here.
Robust Bayesian inference by accounting for model error: with applications to Hamiltonian systems models
Conference presentation, Virtual, Online
Minisymposium presentation at SIAM Conference on Computational Science and Engineering (CSE21). The slides can be found here.
Bayesian identification of Hamiltonian dynamics from symplectic data
Conference presentation, Virtual, Online
Minisymposium presentation at 59th Conference on Decision and Control. The slides can be found here.
Bayesian approaches for data-driven learning of dynamical systems
Poster presentation, Inn and Spa at Loretto, Santa Fe, NM, USA
Poster presentation at 3rd Physics Informed Machine Learning Workshop. The poster can be found here.