Foundation Models Enabling Multi-Scale Battery Materials Discovery: From Molecules To DevicesVidushi SharmaAndy Teket al.2025NeurIPS 2025
Emergent Pose-Invariance in 3D Molecular Representations via Multimodal LearningEduardo Almeida SoaresVictor Yukio Shirasunaet al.2025NeurIPS 2025
Chemical Foundation Model-Guided Design of High Ionic Conductivity Electrolyte FormulationsMurtaza ZohairVidushi Sharmaet al.2025npj Computational Materials
Scientific research with AI co-participation in chemistry: Prompt engineering and AI ethical challenges in the scientific discovery processJuliana Jansen FerreiraVinicius Seguraet al.2025ACS Fall 2025
Leveraging multi-textual representation of molecules on a large encoder-decoder foundation models for materialsVictor Yukio ShirasunaEmilio Ashton Vital Brazilet al.2025ACS Fall 2025
An open-source family of large encoder-decoder foundation models for chemistryEduardo Almeida SoaresEmilio Ashton Vital Brazilet al.2025Communications Chemistry
Multi-View Mixture-of-Experts for predicting molecular properties using SMILES, SELFIES, and graph-based representationsEduardo Almeida SoaresVictor Yukio Shirasunaet al.2025Machine Learning: Science and Tech.
A Mamba-Based Foundation Model for MaterialsEduardo Almeida SoaresEmilio Ashton Vital Brazilet al.2025NPJ AI
A Foundation Model for Simulation-Grade Molecular Electron DensitiesEduardo Almeida SoaresDmitry Zubarevet al.2025ICLR 2025