2026

• Kvinge H.J. 2026. "PermuFormer: A Foundation Model for Permutation Representation and Reasoning in Combinatorics." PNNL-SA-223008.
• He J., H.K. Jenne, M. Vargas, D.R. Brown, G. Mishne, Y. Wang, and H.J. Kvinge. 04/23/2026. "MINAR: Mechanistic Interpretability for Neural Algorithmic Reasoning." Presented by J. He at Image and Signal Processing Lab Seminar, Online, United States. PNNL-SA-222480.
• Chung K., S.T. Castonguay, S. Roy, M. Penwarden, Y. Fu, and P. Roy. 2026. "Hard-constrained Physics-informed Neural Networks for Interface Problems." Computer Methods in Applied Mechanics and Engineering. PNNL-SA-222183.
• George A.D., D. Mejia-Rodriguez, X. Li, M.S. Cheung, and A. Bilbao. 2026. "PTMdiscoverer: LLM-driven annotation and biological interpretation of post-translational modifications from open-search proteomics data." Protein Science. PNNL-SA-221937.
• Emerson T.H. 03/30/2026. "Sorrento Meeting Hype to Hypothesis Presentation." Presented by T.H. Emerson at Sorrento Meeting, Sorrento, Italy. PNNL-SA-221958.
• Jenne H.K. 03/13/2026. "The evolving role of AI in mathematical discovery." Presented by H.K. Jenne at Seminar talk at University of Washington, Seattle, Washington. PNNL-SA-220988.
• Anderson A.A., S. Purohit, K. Mahapatra, E.G. Stephan, C.H. Allwardt, A. Mendoza Sanchez, and J.L. Barr. 2026. "CIMplify Chat: A Standards-based Agentic-AI Interface for Power Systems Data." In CIMplify Chat: A Standards-based Agentic-AI Interface for Power Systems Data. PNNL-SA-215574.
• Dinpajooh M., N. Govind, A.M. Ritzmann, and N.E. Uhnak. 2026. "Stability Constants of Lanthanide-nitrate Complexes in Aqueous Solutions: A Theoretical Study." Physical Chemistry Chemical Physics. PNNL-SA-220752.
• Emerson T.H. 03/02/2026. "TRADE AI NAML 2026 Talk." San Diego, California. PNNL-SA-220750.
• Kvinge H.J. 02/25/2026. "Machine Learning for Accelerating Mathematical Discovery in Algebraic Combinatorics." Online, United States. PNNL-SA-220749.