4 papers
ProtoMedAgent: Multimodal Clinical Interpretability via Privacy-Aware Agentic Workflows
Alvaro Lopez Pellicer, Plamen Angelov, Marwan Bukhari +3
While interpretable prototype networks offer compelling case-based reasoning for clinical diagnostics, their raw continuous outputs lack the semantic structure required for medical…
Understanding Structural Representation in Foundation Models for Polymers
Nathaniel H. Park, Eduardo Soares, Victor Y. Shirasuna +3
From the relative scarcity of training data to the lack of standardized benchmarks, the development of foundation models for polymers face significant and multi-faceted challenges.…
Towards a Foundation Model for Partial Differential Equations Across Physics Domains
Eduardo Soares, Emilio Vital Brazil, Victor Shirasuna +2
We present PDE-FM, a modular foundation model for physics-informed machine learning that unifies spatial, spectral, and temporal reasoning across heterogeneous partial differential…
SELF-BART : A Transformer-based Molecular Representation Model using SELFIES
Indra Priyadarsini, Seiji Takeda, Lisa Hamada +3
Large-scale molecular representation methods have revolutionized applications in material science, such as drug discovery, chemical modeling, and material design. With the rise of…