Journal Articles

Khaemba, C. S., H. Feng, D. Chen, C. Chen, and G. Wei. 2026. “Commutative Algebra Modeling in Materials Science -- A Case Study on Metal-Organic Frameworks (MOFs).” PNNL-SA-219535. arXiv:2511.03124. https://doi.org/10.48550/arXiv.2511.03124.

Chen, D., J. Liu, C. Chen, and G. Wei. 2025. “Interaction Topological Transformer for Multiscale Learning in Porous Materials.” PNNL-SA-216731. arXiv:2509.18573. https://doi.org/10.48550/arXiv.2509.18573.

Feng, H., F. Suwayyid, M. Zia, J. Wee, Y. Hozumi, C. Chen, and G. Wei. 2025. “CAML: Commutative Algebra Machine Learning—A Case Study on Protein–Ligand Binding Affinity Prediction.” Journal of Chemical Information and Modeling 65 (13): 6732–6743. PNNL-SA-212408. https://doi.org/10.1021/acs.jcim.5c00940.

Presentations

Johnson, G. E. 2026. “Ion Soft Landing: Atomically Precise Interfaces for Energy Applications,” Structures, Energetics, and Reaction Dynamics of Gaseous Ions, Gordon Research Conference, February 25, 2026.  PNNL-SA-220981.

Wei, G.-W. 2026 "How mathematics holds the future of AI," JMM 2026, Washington DC, January 4-7, 2026.

Wei, G.-W. 2026. "Commutative Algebra Data Analysis and Rational Learning," JMM 2026, Washington DC, January 4-7, 2026.

Zhang, S. 2025. “Quantifying Protein Dynamics at Solid-Liquid Interfaces with Atomic Force Microscopy.” Seattle, WA, November 5, 2025. PNNL-SA-217896.

Tran, D. K. 2025 “Organic Mixed Ionic-Electronic Conductors Based on Ladder Conjugated Copolymers,” Telluride Science Workshop, Fundamental of Organic and Hybrid Mixed Ionic and Electronic Conductors, Telluride, CO. October 2025. PNNL-SA-221482.

Chen C.L. 2025. “Development of biomimetic functional materials using sequence-defined peptoids,” Department of Chemical Engineering, University of Washington (UW), Seattle, WA. Oct. 7, 2025. PNNL-SA-212462.

Chen, C. 2025."Development of biomimetic functional materials using sequence-defined peptoids." Center for Integrated Nanotechnologies (CINT) Seminar, Los Alamos National Laboratory, New Mexico. September 17, 2025. PNNL-SA-212462.

Johnson, G. E., C. Chen, and X. Liang. 2025. “Assembly of Molecular Memristors for Energy-Efficient Computing.” Presented by G. E. Johnson at Center for Integrated Nanotechnologies 2025 Annual User Meeting, Santa Fe, NM, September 16, 2025. PNNL-SA-216369.

Xiaogan Liang, “Memristive Reservoir Computing Devices for Dynamic Control Applications”, IEEE 25th International Conference on Nanotechnology (IEEE NANO 2025), July 12-16, 2025, Washington D.C., USA (Invited Presentation)

Wei, G.-W. 2025. "Keynote lecture: Mathematical AI for Bioscience," NYC AI4Chemistry Summit 2025, June 25-27, NYU.

Wei, G.-W. 2025. "Plenary lecturer: Topological Deep Learning on Graphs, Manifolds, and Curves." SIAM-SEAS 2025,  University of Tennessee,  March 21-23, 2025.