{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,11]],"date-time":"2026-07-11T05:12:12Z","timestamp":1783746732904,"version":"3.55.0"},"publisher-location":"New York, NY, USA","reference-count":61,"publisher":"ACM","license":[{"start":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T00:00:00Z","timestamp":1783900800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"National Science Foundation","award":["OAC-2311875\u200c OAC-2344717\u200c OAC-2514036\u200c OAC-2513768"],"award-info":[{"award-number":["OAC-2311875\u200c OAC-2344717\u200c OAC-2514036\u200c OAC-2513768"]}]},{"name":"by the U.S. Department of Energy\u200c Office of Science\u200c Advanced Scientific Computing Research","award":["DE-AC02-06CH11357"],"award-info":[{"award-number":["DE-AC02-06CH11357"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2026,7,13]]},"DOI":"10.1145\/3806645.3807811","type":"proceedings-article","created":{"date-parts":[[2026,7,11]],"date-time":"2026-07-11T04:21:11Z","timestamp":1783743671000},"page":"71-84","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["TZ: Achieving High-Ratio Scientific Data Compression on GPUs with Global Data Decomposition"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-3232-4963","authenticated-orcid":false,"given":"Zhuoxun","family":"Yang","sequence":"first","affiliation":[{"name":"Florida State Unviersity, Tallahassee, Florida, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-5141-9815","authenticated-orcid":false,"given":"Ruoyu","family":"Li","sequence":"additional","affiliation":[{"name":"Florida State Unviersity, Tallahassee, Florida, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5769-6278","authenticated-orcid":false,"given":"Amit","family":"Subrahmanya","sequence":"additional","affiliation":[{"name":"Argonne National Laboratory, Lemont, Illinois, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4395-6075","authenticated-orcid":false,"given":"Vishwas","family":"Rao","sequence":"additional","affiliation":[{"name":"Argonne National Laboratory, Lemont, Illinois, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9935-5674","authenticated-orcid":false,"given":"Sheng","family":"Di","sequence":"additional","affiliation":[{"name":"Argonne National Laboratory, Lemont, Illinois, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1464-729X","authenticated-orcid":false,"given":"Robert","family":"Underwood","sequence":"additional","affiliation":[{"name":"Argonne National Laboratory, Lemont, Illinois, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-3318-8059","authenticated-orcid":false,"given":"Longtao","family":"Zhang","sequence":"additional","affiliation":[{"name":"Florida State Unviersity, Tallahassee, Florida, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0177-502X","authenticated-orcid":false,"given":"Jinyang","family":"Liu","sequence":"additional","affiliation":[{"name":"University of Houston, Houston, Texas, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7890-3934","authenticated-orcid":false,"given":"Franck","family":"Cappello","sequence":"additional","affiliation":[{"name":"Argonne National Laboratory, Lemont, Illinois, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5328-3962","authenticated-orcid":false,"given":"Kai","family":"Zhao","sequence":"additional","affiliation":[{"name":"Florida State Unviersity, Tallahassee, Florida, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2026,7,13]]},"reference":[{"key":"e_1_3_3_2_2_2","doi-asserted-by":"publisher","unstructured":"Mark Ainsworth Ozan Tugluk Ben Whitney and Scott Klasky. 2018. Multilevel techniques for compression and reduction of scientific data\u2014the univariate case. Computing and Visualization in Science 19 5 (01 Dec 2018) 65\u201376. 10.1007\/s00791-018-00303-9","DOI":"10.1007\/s00791-018-00303-9"},{"key":"e_1_3_3_2_3_2","doi-asserted-by":"publisher","unstructured":"Jyrki Alakuijala Andrea Farruggia Paolo Ferragina Eugene Kliuchnikov Robert Obryk Zoltan Szabadka and Lode Vandevenne. 2018. Brotli: A General-Purpose Data Compressor. ACM Trans. Inf. Syst. 37 1 Article 4 (Dec. 2018) 30\u00a0pages. 10.1145\/3231935","DOI":"10.1145\/3231935"},{"key":"e_1_3_3_2_4_2","doi-asserted-by":"publisher","unstructured":"Ann\u00a0S. Almgren John\u00a0B. Bell Mike\u00a0J. Lijewski Zarija Lukic and Ethan Van\u00a0Andel. 2013. Nyx: A Massively Parallel AMR Code for Computational Cosmology. Astrophysical Journal 765 63 (3 2013) 3068. 10.1088\/0004-637X\/765\/1\/39","DOI":"10.1088\/0004-637X\/765\/1\/39"},{"key":"e_1_3_3_2_5_2","doi-asserted-by":"publisher","DOI":"10.1109\/IPDPS.2016.67"},{"key":"e_1_3_3_2_6_2","doi-asserted-by":"crossref","unstructured":"Wouter Baert and Nick Vannieuwenhoven. 2023. Algorithm 1036: ATC an advanced Tucker compression library for multidimensional data. ACM Trans. Math. Software 49 2 (2023) 1\u201325.","DOI":"10.1145\/3585514"},{"key":"e_1_3_3_2_7_2","doi-asserted-by":"crossref","unstructured":"Grey Ballard Alicia Klinvex and Tamara\u00a0G. Kolda. 2020. TuckerMPI: A Parallel C++\/MPI Software Package for Large-Scale Data Compression via the Tucker Tensor Decomposition. ACM Trans. Math. Softw. 46 2 Article 13 (June 2020) 31\u00a0pages.","DOI":"10.1145\/3378445"},{"key":"e_1_3_3_2_8_2","doi-asserted-by":"crossref","unstructured":"Rafael Ballester-Ripoll Peter Lindstrom and Renato Pajarola. 2019. TTHRESH: Tensor Compression for Multidimensional Visual Data. IEEE Transaction on Visualization and Computer Graphics 26 09 (sep 2019) 2891\u20132903. Issue 9. Online.","DOI":"10.1109\/TVCG.2019.2904063"},{"key":"e_1_3_3_2_9_2","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511804441"},{"key":"e_1_3_3_2_10_2","unstructured":"Martin Burtscher. 2020. LC: A Framework for Automatically Generating Customized Lossless and Lossy Data-Compression Algorithms. https:\/\/userweb.cs.txstate.edu\/\u00a0burtscher\/LC\/. Accessed: 2025-09-29."},{"key":"e_1_3_3_2_11_2","unstructured":"CESM simulation data. 2016. https:\/\/sdrbench.github.io\/. Online."},{"key":"e_1_3_3_2_12_2","doi-asserted-by":"publisher","DOI":"10.1109\/SC.2018.00045"},{"key":"e_1_3_3_2_13_2","doi-asserted-by":"crossref","unstructured":"Andrzej Cichocki Namgil Lee Ivan Oseledets Anh-Huy Phan Qibin Zhao Danilo\u00a0P Mandic et\u00a0al. 2016. Tensor networks for dimensionality reduction and large-scale optimization: Part 1 low-rank tensor decompositions. Foundations and Trends in Machine Learning 9 4-5 (2016) 249\u2013429.","DOI":"10.1561\/2200000059"},{"key":"e_1_3_3_2_14_2","volume-title":"Elements of Information Theory (2nd ed.)","author":"Cover Thomas\u00a0M.","year":"2006","unstructured":"Thomas\u00a0M. Cover and Joy\u00a0A. Thomas. 2006. Elements of Information Theory (2nd ed.). John Wiley and Sons, Ltd, Hoboken, NJ."},{"key":"e_1_3_3_2_15_2","unstructured":"cuZFP. 2019. https:\/\/github.com\/LLNL\/zfp\/tree\/develop\/src\/cuda_zfp. Online."},{"key":"e_1_3_3_2_16_2","doi-asserted-by":"crossref","unstructured":"Lieven De\u00a0Lathauwer Bart De\u00a0Moor and Joos Vandewalle. 2000. A multilinear singular value decomposition. SIAM journal on Matrix Analysis and Applications 21 4 (2000) 1253\u20131278.","DOI":"10.1137\/S0895479896305696"},{"key":"e_1_3_3_2_17_2","doi-asserted-by":"crossref","unstructured":"L\u00a0Peter Deutsch. 1996. GZIP file format specification version 4.3.","DOI":"10.17487\/rfc1952"},{"key":"e_1_3_3_2_18_2","doi-asserted-by":"publisher","unstructured":"Sheng Di Jinyang Liu Kai Zhao Xin Liang Robert Underwood Zhaorui Zhang Milan Shah Yafan Huang Jiajun Huang Xiaodong Yu et\u00a0al. 2024. A Survey on Error-Bounded Lossy Compression for Scientific Datasets. ACM Comput. Surv. 57 11 (2024) 38\u00a0pages. 10.1145\/3733104","DOI":"10.1145\/3733104"},{"key":"e_1_3_3_2_19_2","doi-asserted-by":"publisher","unstructured":"Carl Eckart and Gale Young. 1936. The Approximation of One Matrix by Another of Lower Rank. Psychometrika 1 3 (1936) 211\u2013218. 10.1007\/BF02288367","DOI":"10.1007\/BF02288367"},{"key":"e_1_3_3_2_20_2","unstructured":"Energy Exascale Earth System Model. 2024. https:\/\/e3sm.org\/. Online."},{"key":"e_1_3_3_2_21_2","unstructured":"Frontier: The OLCF\u2019s\u00a02021 exascale computer. 2018. https:\/\/www.olcf.ornl.gov\/2018\/02\/13\/frontier-olcfs-exascale-future\/. Online."},{"key":"e_1_3_3_2_22_2","doi-asserted-by":"publisher","unstructured":"Alan Frieze Ravi Kannan and Santosh Vempala. 2004. Fast monte-carlo algorithms for finding low-rank approximations. J. ACM 51 6 (Nov. 2004) 1025\u20131041. 10.1145\/1039488.1039494","DOI":"10.1145\/1039488.1039494"},{"key":"e_1_3_3_2_23_2","volume-title":"Vector quantization and signal compression","author":"Gersho Allen","year":"2012","unstructured":"Allen Gersho and Robert\u00a0M Gray. 2012. Vector quantization and signal compression. Vol.\u00a0159. Springer Science & Business Media, Springer New York, NY."},{"key":"e_1_3_3_2_24_2","doi-asserted-by":"crossref","unstructured":"Salman Habib et\u00a0al. 2016. HACC: extreme scaling and performance across diverse architectures. Commun. ACM 60 1 (2016) 97\u2013104.","DOI":"10.1145\/3015569"},{"key":"e_1_3_3_2_25_2","doi-asserted-by":"publisher","unstructured":"N. Halko P.\u00a0G. Martinsson and J.\u00a0A. Tropp. 2011. Finding Structure with Randomness: Probabilistic Algorithms for Constructing Approximate Matrix Decompositions. SIAM Rev. 53 2 (2011) 217\u2013288. 10.1137\/090771806","DOI":"10.1137\/090771806"},{"key":"e_1_3_3_2_26_2","doi-asserted-by":"publisher","DOI":"10.1109\/SC41406.2024.00021"},{"key":"e_1_3_3_2_27_2","doi-asserted-by":"publisher","DOI":"10.1145\/3581784.3607048"},{"key":"e_1_3_3_2_28_2","doi-asserted-by":"crossref","unstructured":"David\u00a0A Huffman. 1952. A method for the construction of minimum-redundancy codes. Proceedings of the IRE 40 9 (1952) 1098\u20131101.","DOI":"10.1109\/JRPROC.1952.273898"},{"key":"e_1_3_3_2_29_2","unstructured":"Igor Pavlov. 1999. https:\/\/www.7-zip.org. Online."},{"key":"e_1_3_3_2_30_2","volume-title":"Intel oneAPI Math Kernel Library","author":"Corporation Intel","year":"2024","unstructured":"Intel Corporation. 2024. Intel oneAPI Math Kernel Library. Intel Corporation, Santa Clara, CA. Version 2024.1.0, https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/tools\/oneapi\/onemkl-documentation.html."},{"key":"e_1_3_3_2_31_2","unstructured":"JUPITER supercomputer at EuroHPC. 2026. https:\/\/www.fz-juelich.de\/en\/jsc\/jupiter. Online."},{"key":"e_1_3_3_2_32_2","doi-asserted-by":"crossref","unstructured":"JE Kay et\u00a0al. 2015. The Community Earth System Model (CESM) large ensemble project: A community resource for studying climate change in the presence of internal climate variability. Bulletin of the American Meteorological Society 96 8 (2015) 1333\u20131349.","DOI":"10.1175\/BAMS-D-13-00255.1"},{"key":"e_1_3_3_2_33_2","doi-asserted-by":"crossref","unstructured":"Tamara\u00a0G Kolda and Brett\u00a0W Bader. 2009. Tensor decompositions and applications. SIAM review 51 3 (2009) 455\u2013500.","DOI":"10.1137\/07070111X"},{"key":"e_1_3_3_2_34_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM58522.2023.00032"},{"key":"e_1_3_3_2_35_2","doi-asserted-by":"publisher","DOI":"10.1145\/3797905.3800524"},{"key":"e_1_3_3_2_36_2","doi-asserted-by":"publisher","DOI":"10.1109\/IPDPS54959.2023.00104"},{"key":"e_1_3_3_2_37_2","doi-asserted-by":"publisher","unstructured":"Xin Liang Kai Zhao Sheng Di Sihuan Li Robert Underwood Ali\u00a0M Gok Jiannan Tian Junjing Deng Jon\u00a0C Calhoun Dingwen Tao et\u00a0al. 2022. SZ3: A modular framework for composing prediction-based error-bounded lossy compressors. IEEE Transactions on Big Data 9 2 (2022) 485\u2013498. 10.1109\/TBDATA.2022.3201176Online.","DOI":"10.1109\/TBDATA.2022.3201176"},{"key":"e_1_3_3_2_38_2","doi-asserted-by":"publisher","unstructured":"Edo Liberty Franco Woolfe Per-Gunnar Martinsson Vladimir Rokhlin and Mark Tygert. 2007. Randomized algorithms for the low-rank approximation of matrices. Proceedings of the National Academy of Sciences 104 51 (2007) 20167\u201320172. 10.1073\/pnas.0709640104","DOI":"10.1073\/pnas.0709640104"},{"key":"e_1_3_3_2_39_2","doi-asserted-by":"crossref","unstructured":"Peter Lindstrom. 2014. Fixed-rate compressed floating-point arrays. IEEE Transactions on Visualization and Computer Graphics 20 12 (2014) 2674\u20132683.","DOI":"10.1109\/TVCG.2014.2346458"},{"key":"e_1_3_3_2_40_2","doi-asserted-by":"publisher","DOI":"10.1109\/SC41404.2022.00067"},{"key":"e_1_3_3_2_41_2","doi-asserted-by":"publisher","unstructured":"Jinyang Liu Sheng Di Kai Zhao Xin Liang Sian Jin Zizhe Jian Jiajun Huang Shixun Wu Zizhong Chen and Franck Cappello. 2024. High-performance Effective Scientific Error-bounded Lossy Compression with Auto-tuned Multi-component Interpolation. Proc. ACM Manag. Data 2 1 Article 4 (mar 2024) 27\u00a0pages. 10.1145\/3639259","DOI":"10.1145\/3639259"},{"key":"e_1_3_3_2_42_2","doi-asserted-by":"publisher","unstructured":"Theo Mary. 2025. Error Analysis of the Gram Low-Rank Approximation (and Why It Is Not as Unstable as One May Think). SIAM J. Matrix Anal. Appl. 46 2 (2025) 1444\u20131459. 10.1137\/24M1687649 arXiv:https:\/\/doi.org\/10.1137\/24M1687649","DOI":"10.1137\/24M1687649"},{"key":"e_1_3_3_2_43_2","doi-asserted-by":"publisher","unstructured":"Miranda. 2019. Reynolds number effects on Rayleigh\u2013Taylor instability with possible implications for type Ia supernovae. 562\u00a0pages. https:\/\/doi.org\/10.1038\/nphys361 Online.","DOI":"10.1038\/nphys361"},{"key":"e_1_3_3_2_44_2","doi-asserted-by":"publisher","DOI":"10.1109\/IPDPS64566.2025.00092"},{"key":"e_1_3_3_2_45_2","doi-asserted-by":"crossref","unstructured":"Ivan\u00a0V Oseledets. 2011. Tensor-train decomposition. SIAM Journal on Scientific Computing 33 5 (2011) 2295\u20132317.","DOI":"10.1137\/090752286"},{"key":"e_1_3_3_2_46_2","doi-asserted-by":"crossref","unstructured":"Anh-Huy Phan Petr Tichavsk\u1ef3 and Andrzej Cichocki. 2019. Error preserving correction: A method for CP decomposition at a target error bound. IEEE Transactions on Signal Processing 67 5 (2019) 1175\u20131190.","DOI":"10.1109\/TSP.2018.2887192"},{"key":"e_1_3_3_2_47_2","doi-asserted-by":"publisher","unstructured":"Douglas Potter Joachim Stadel and Romain Teyssier. 2017. PKDGRAV3: beyond trillion particle cosmological simulations for the next era of galaxy surveys. Computational Astrophysics and Cosmology 4 1 (18 May 2017) 2. 10.1186\/s40668-017-0021-1","DOI":"10.1186\/s40668-017-0021-1"},{"key":"e_1_3_3_2_48_2","unstructured":"SCALE-LETKF weather dataset. 2019. https:\/\/sdrbench.github.io\/. Online."},{"key":"e_1_3_3_2_49_2","doi-asserted-by":"publisher","unstructured":"Claude\u00a0E. Shannon. 1948. A Mathematical Theory of Communication. Bell System Technical Journal 27 3 (1948) 379\u2013423. 10.1002\/j.1538-7305.1948.tb01338.x","DOI":"10.1002\/j.1538-7305.1948.tb01338.x"},{"key":"e_1_3_3_2_50_2","unstructured":"Aurora supercomputer\u00a0at ANL. 2023. https:\/\/www.alcf.anl.gov\/aurora Online."},{"key":"e_1_3_3_2_51_2","doi-asserted-by":"publisher","DOI":"10.1109\/IPDPS.2017.115"},{"key":"e_1_3_3_2_52_2","unstructured":"TensorLy. 2016. https:\/\/tensorly.org\/stable\/index.html. Online."},{"key":"e_1_3_3_2_53_2","doi-asserted-by":"publisher","DOI":"10.1145\/3410463.3414624"},{"key":"e_1_3_3_2_54_2","doi-asserted-by":"publisher","unstructured":"Gregory\u00a0K Wallace. 1992. The JPEG still picture compression standard. IEEE Transactions on Consumer Electronics 38 1 (1992) xviii\u2013xxxiv. 10.1109\/30.125072","DOI":"10.1109\/30.125072"},{"key":"e_1_3_3_2_55_2","doi-asserted-by":"publisher","DOI":"10.1145\/3712285.3759798"},{"key":"e_1_3_3_2_56_2","doi-asserted-by":"publisher","DOI":"10.1145\/3731545.3731578"},{"key":"e_1_3_3_2_57_2","doi-asserted-by":"publisher","unstructured":"Longtao Zhang Ruoyu Li Congrong Ren Sheng Di Jinyang Liu Jiajun Huang Robert Underwood Pascal Grosset Dingwen Tao Xin Liang Hanqi Guo Franck Cappello and Kai Zhao. 2025. LCP: Enhancing Scientific Data Management with Lossy Compression for Particles. Proc. ACM Manag. Data 3 1 Article 50 (Feb. 2025) 27\u00a0pages. 10.1145\/3709700","DOI":"10.1145\/3709700"},{"key":"e_1_3_3_2_58_2","doi-asserted-by":"publisher","DOI":"10.1145\/3806645.3807577"},{"key":"e_1_3_3_2_59_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE51399.2021.00145"},{"key":"e_1_3_3_2_60_2","doi-asserted-by":"publisher","DOI":"10.1109\/BigData50022.2020.9378449"},{"key":"e_1_3_3_2_61_2","unstructured":"Zlib. 1995. http:\/\/www.zlib.net\/. Online."},{"key":"e_1_3_3_2_62_2","unstructured":"Zstandard. 2021. Zstandard - Real-time data compression algorithm. https:\/\/github.com\/facebook\/zstd\/releases. Online."}],"event":{"name":"HPDC '26: 35th International Symposium on High-Performance Parallel and Distributed Computing","location":"Cleveland USA","acronym":"HPDC '26","sponsor":["SIGHPC ACM Special Interest Group on High Performance Computing, Special Interest Group on High Performance Computing","SIGARCH ACM Special Interest Group on Computer Architecture"]},"container-title":["Proceedings of the 35th International Symposium on High-Performance Parallel and Distributed Computing"],"original-title":[],"deposited":{"date-parts":[[2026,7,11]],"date-time":"2026-07-11T04:22:09Z","timestamp":1783743729000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3806645.3807811"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,13]]},"references-count":61,"alternative-id":["10.1145\/3806645.3807811","10.1145\/3806645"],"URL":"https:\/\/doi.org\/10.1145\/3806645.3807811","relation":{},"subject":[],"published":{"date-parts":[[2026,7,13]]},"assertion":[{"value":"2026-07-13","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}