{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,20]],"date-time":"2026-08-20T05:24:41Z","timestamp":1787203481257,"version":"build-2736575974"},"reference-count":42,"publisher":"IEEE","license":[{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"Research and Development"},{"name":"U.S. Department of Energy"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,5]]},"DOI":"10.1109\/ipdpsw71298.2026.00110","type":"proceedings-article","created":{"date-parts":[[2026,8,19]],"date-time":"2026-08-19T19:11:19Z","timestamp":1787166679000},"page":"664-671","source":"Crossref","is-referenced-by-count":0,"title":["PDE foundation model-accelerated inverse estimation of system parameters in inertial confinement fusion"],"prefix":"10.1109","author":[{"given":"Mahindra","family":"Rautela","sequence":"first","affiliation":[{"name":"Los Alamos National Laboratory","place":["Los Alamos, NM, USA"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alexander","family":"Scheinker","sequence":"additional","affiliation":[{"name":"Los Alamos National Laboratory","place":["Los Alamos, NM, USA"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bradley","family":"Love","sequence":"additional","affiliation":[{"name":"Los Alamos National Laboratory","place":["Los Alamos, NM, USA"],"department":["CAI Division"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Diane","family":"Oyen","sequence":"additional","affiliation":[{"name":"Los Alamos National Laboratory","place":["Los Alamos, NM, USA"],"department":["CAI Division"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nathan","family":"DeBardeleben","sequence":"additional","affiliation":[{"name":"Los Alamos National Laboratory","place":["Los Alamos, NM, USA"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Earl","family":"Lawrence","sequence":"additional","affiliation":[{"name":"Los Alamos National Laboratory","place":["Los Alamos, NM, USA"],"department":["CAI Division"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ayan","family":"Biswas","sequence":"additional","affiliation":[{"name":"Los Alamos National Laboratory","place":["Los Alamos, NM, USA"],"department":["CAI Division"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2018.10.045"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-022-00569-2"},{"key":"ref3","article-title":"Fourier neural operator for parametric partial differential equations","author":"Li","year":"2020"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.cma.2022.115783"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-024-00844-4"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/3648506"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1038\/s41524-022-00876-7"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1063\/5.0039986"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-68944-0"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-024-49411-w"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.111.025307"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2021.110412"},{"key":"ref13","article-title":"Neural ordinary differential equations","volume":"31","author":"Chen","year":"2018","journal-title":"Advances in neural information processing systems"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.52202\/075280-3119"},{"key":"ref15","article-title":"Dpot: Auto-regressive denoising operator transformer for large-scale pde pre-training","author":"Hao","year":"2024"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.52202\/079017-2311"},{"key":"ref17","article-title":"Morph: Pde foundation models with arbitrary data modality","author":"Rautela","year":"2025"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1137\/1.9780898717570"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1080\/15376494.2021.1982090"},{"key":"ref20","article-title":"Towards reasoning for pde foundation models: A reward-model-driven inference-time-scaling algorithm","author":"Mansingh","year":"2025"},{"key":"ref21","first-page":"1877","article-title":"Language models are few-shot learners","volume":"33","author":"Brown","year":"2020","journal-title":"Advances in neural information processing systems"},{"key":"ref22","article-title":"Dinov2: Learning robust visual features without supervision","author":"Oquab","year":"2023"},{"key":"ref23","article-title":"Foundation models for discovery and exploration in chemical space","author":"Wadell","year":"2025"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1038\/s41586-025-09005-y"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1063\/5.0100364"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1063\/5.0191543"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1063\/5.0215962"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-025-10869-3"},{"key":"ref29","article-title":"Imlpg: Inverse modeling approach to laser pulse shape generation in inertial confinement fusion","volume-title":"NeurIPS 2025 AI for Science Workshop","author":"Gutierrez"},{"key":"ref30","article-title":"Fine-tuning large language models for inertial confinement fusion\u2013a collaboration with nvidia","author":"Bahukutumbi","year":"2025","journal-title":"DPP 2025"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1163\/1574-9347_dnp_e1226120"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1916634117"},{"key":"ref33","article-title":"The jag inertial confinement fusion simulation dataset for multi-modal scientific deep learning","volume-title":"Lawrence Livermore National Laboratory (LLNL) Open Data Initiative. UC San Diego Library Digital Collections","author":"Gaffney","year":"2020"},{"key":"ref34","article-title":"Exploring generative physics models with scientific priors in inertial confinement fusion","author":"Anirudh","year":"2019"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/CLUSTER.2019.8891012"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1038\/s42005-024-01912-2"},{"key":"ref37","article-title":"A foundation model for material fracture prediction","author":"Marcato","year":"2025"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.52202\/079017-1430"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.52202\/068431-0117"},{"key":"ref40","first-page":"PO5","article-title":"Thermodynamic modeling of uncertainties in nif icf implosions due to underlying microphysics models","volume-title":"APS Division of Plasma Physics Meeting Abstracts","volume":"2014","author":"Gaffney"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1080\/10589759908952877"},{"key":"ref42","article-title":"Ridge regression and inverse problems","author":"Bj\u00f6rkstr\u00f6m","year":"2001","journal-title":"Stockholm University, Department of Mathematics"}],"event":{"name":"2026 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)","location":"New Orleans, LA, USA","start":{"date-parts":[[2026,5,25]]},"end":{"date-parts":[[2026,5,29]]}},"container-title":["2026 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11651886\/11651887\/11652013.pdf?arnumber=11652013","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,8,20]],"date-time":"2026-08-20T04:51:51Z","timestamp":1787201511000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11652013\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5]]},"references-count":42,"URL":"https:\/\/doi.org\/10.1109\/ipdpsw71298.2026.00110","relation":{},"subject":[],"published":{"date-parts":[[2026,5]]}}}