8 papers
CheMLFlow: An Open-Source Platform for Cheminformatics and Materials Informatics Applications
Brendan Smith, Susana Lopez-Moreno, Eric Dolores-Cuenca +3
CheMLFlow is an open-source platform for building and executing end-to-end, high-throughput, and agentic workflows for scientific and technological applications. CheMLFlow targets…
PCA-Enhanced Adaptive NVAR Framework for High-Resolution Sea Surface Temperature Forecasting in the East Sea
Sherkhon Azimov, Susana López-Moreno, Eric Dolores-Cuenca +2
Accurate forecasting of sea surface temperature (SST) in regional seas such as the East Sea is crucial for monitoring marine ecosystems, assessing climate risks, managing fisheries…
Hamiltonian and Symplectic Tensors in the T-product Algebra
Susana Lopez-Moreno, Taehyeong Kim
We study Hamiltonian and symplectic tensor structures in the T-product algebra. We define T-Hamiltonian and T-symplectic tensors and characterize them through their Fourier-domain…
Tensor CUR Decomposition under the Linear-Map-Based Tensor-Tensor Multiplication
Susana Lopez-Moreno, June-Ho Lee, Taehyeong Kim
The factorization of three-dimensional data continues to gain attention due to its relevance in representing and compressing large-scale datasets. The linear-map-based tensor-tenso…
Standardization of Post-Publication Code Verification by Journals is Possible with the Support of the Community
Susana Lopez-Moreno, Eric Dolores-Cuenca, Sangil Kim
Reproducibility remains a challenge in machine learning research. While code and data availability requirements have become increasingly common, post-publication verification in jo…
Adaptive Nonlinear Vector Autoregression: Robust Forecasting for Noisy Chaotic Time Series
Azimov Sherkhon, Susana Lopez-Moreno, Eric Dolores-Cuenca +2
Nonlinear vector autoregression (NVAR) and reservoir computing (RC) have shown promise in forecasting chaotic dynamical systems, such as the Lorenz-63 model and El Nino-Southern Os…