TY - RPRT TI - Direct prediction of quantum circuit outcome probabilities using physics-aware graph neural networks AU - Hauth, Jeremiah Michael Axtell [Sandia National Laboratories (SNL-CA), Livermore, CA (United States)] (ORCID:0009000937552398) AU - Hothem, Daniel George [Sandia National Laboratories (SNL-CA), Livermore, CA (United States)] (ORCID:0000000256289945) AU - Catanach, Thomas Anthony [Sandia National Laboratories (SNL-CA), Livermore, CA (United States)] (ORCID:0000000243213159) AU - Proctor, Timothy James [Sandia National Laboratories (SNL-CA), Livermore, CA (United States)] (ORCID:0000000302198930) PY - 2025 DO - 10.2172/3403489 UR - https://www.osti.gov/biblio/3403489 ID - 3403489 ER -