A Large Encoder-Decoder Family of Foundation Models For Chemical Language. - Eduardo E. M. Soares; Victor Yukio Shirasuna; Emilio Vital Brazil; Renato Cerqueira; Dmitry Zubarev; Kristin Schmidt (CoRR, 2024)

Causality-driven feature selection and domain adaptation for enhancing chemical foundation models in downstream tasks. - Eduardo Almeida Soares 001; Victor Yukio Shirasuna; Emilio Vital Brazil; Karen Fiorella Aquino Gutierrez; Renato Cerqueira; Dmitry Zubarev; Kristin Schmidt; Daniel P. Sanders 002 (Mach. Learn. Sci. Technol., 2025)

Multi-view mixture-of-experts for predicting molecular properties using SMILES, SELFIES, and graph-based representations. - Eduardo E. M. Soares; Victor Yukio Shirasuna; Emilio Vital Brazil; Indra Priyadarsini; Seiji Takeda (Mach. Learn. Sci. Technol., 2025)

Towards a Foundation Model for Partial Differential Equations Across Physics Domains. - Eduardo Soares; Emilio Vital Brazil; Victor Yukio Shirasuna; Breno W. S. R. de Carvalho; Cristiano Malossi (CoRR, 2025)

Understanding Structural Representation in Foundation Models for Polymers. - Nathaniel H. Park; Eduardo A. Soares 001; Victor Yukio Shirasuna; Tiffany J. Callahan; Sara Capponi; Emilio Vital Brazil (CoRR, 2025)