MDLab: AI frameworks for Carbon Capture and Battery MaterialsBruce ElmegreenHendrik Hamannet al.2025Frontiers in Environmental Science
SMI-TED: A large-scale foundation model for materials and chemistryEduardo Almeida SoaresEmilio Ashton Vital Brazilet al.2025ICLR 2025
A Foundation Model for Simulation-Grade Molecular Electron DensitiesEduardo Almeida SoaresDmitry Zubarevet al.2025ICLR 2025
Modeling electron density grids using a 3D VQ-GAN approachDmitry ZubarevEmilio Ashton Vital Brazilet al.2025ACS Spring 2025
Multimodal foundation model for aligning smiles representations with DFT electron density gridsEmilio Ashton Vital BrazilEduardo Almeida Soareset al.2025ACS Spring 2025
Open-source large-scale foundation model for chemistryEduardo Almeida SoaresEmilio Ashton Vital Brazilet al.2025ACS Spring 2025
GMO-Mat: A foundation model-based generative multi-objective optimization framework for materials discoveryCarlos Raoni De Alencar MendesLeonardo Noia Nanci de Araujo Silvaet al.2025ACS Spring 2025
High-throughput search of topological materials for interconnects using first-principles transport calculations and machine-learningMichelle KelleyKai Wagoner-oshimaet al.2025APS Global Physics Summit 2025
A Mamba-Based Foundation Model for ChemistryEmilio Ashton Vital BrazilEduardo Almeida Soareset al.2024NeurIPS 2024
Agnostic Causality-Driven Enhancement of Chemical Foundation Models on Downstream TasksVictor ShirasunaEduardo Almeida Soareset al.2024NeurIPS 2024