{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,18]],"date-time":"2026-07-18T05:03:48Z","timestamp":1784351028288,"version":"3.55.0"},"publisher-location":"Singapore","reference-count":26,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819233908","type":"print"},{"value":"9789819233915","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,7,19]],"date-time":"2026-07-19T00:00:00Z","timestamp":1784419200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,7,19]],"date-time":"2026-07-19T00:00:00Z","timestamp":1784419200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2027]]},"DOI":"10.1007\/978-981-92-3391-5_9","type":"book-chapter","created":{"date-parts":[[2026,7,18]],"date-time":"2026-07-18T04:44:47Z","timestamp":1784349887000},"page":"108-119","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Persistency-Driven Parallelism: Boosting Large Chunk-Based Graph Processing via Asynchronous NUMA Staging"],"prefix":"10.1007","author":[{"given":"Yansong","family":"Dong","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shang","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kaifan","family":"Jia","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yongchun","family":"Jiang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Heng","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,7,19]]},"reference":[{"key":"9_CR1","unstructured":"Beamer, S., Asanovi\u0107, K., Patterson, D.: The GAP benchmark suite. arXiv Preprint https:\/\/arxiv.org\/abs\/1508.03619. (2015)"},{"key":"9_CR2","first-page":"309","volume-title":"17th USENIX Conference on File and Storage Technologies (FAST 19)","author":"N Elyasi","year":"2019","unstructured":"Elyasi, N., Choi, C., Sivasubramaniam, A.: Large-scale graph processing on emerging storage devices. In: 17th USENIX Conference on File and Storage Technologies (FAST 19), pp. 309\u2013316 (2019)"},{"key":"9_CR3","unstructured":"Gill, G., Dathathri, R., Hoang, L., Peri, R., Pingali, K.: Single machine graph analytics on massive datasets using Intel Optane DC persistent memory. arXiv Preprint https:\/\/arxiv.org\/abs\/1904.07162. (2019)"},{"key":"9_CR4","unstructured":"Intel: Intel Optane Persistent Memory. https:\/\/www.intel.com\/content\/www\/us\/en\/products\/details\/memory-storage\/optane-dc-persistent-memory.html (2019)"},{"key":"9_CR5","first-page":"1","volume-title":"Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis","author":"AAR Islam","year":"2023","unstructured":"Islam, A.A.R., Dai, D.: DGAP: efficient dynamic graph analysis on persistent memory. In: Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis, pp. 1\u201313 (2023)"},{"key":"9_CR6","first-page":"411","volume-title":"In: 2018 ACM\/IEEE 45th Annual International Symposium on Computer Architecture (ISCA)","author":"SW Jun","year":"2018","unstructured":"Jun, S.W., Wright, A., Zhang, S., Xu, S., et al.: GrafBoost: using accelerated flash storage for external graph analytics. In: In: 2018 ACM\/IEEE 45th Annual International Symposium on Computer Architecture (ISCA), pp. 411\u2013424. IEEE (2018)"},{"key":"9_CR7","doi-asserted-by":"publisher","first-page":"411","DOI":"10.1109\/ISCA.2018.00042","volume-title":"2018 ACM\/IEEE 45th Annual International Symposium on Computer Architecture (ISCA)","author":"SW Jun","year":"2018","unstructured":"Jun, S.W., Wright, A., Zhang, S., Xu, S., et al.: GrafBoost: using accelerated flash storage for external graph analytics. In: 2018 ACM\/IEEE 45th Annual International Symposium on Computer Architecture (ISCA), pp. 411\u2013424. IEEE (2018)"},{"issue":"6","key":"9_CR8","doi-asserted-by":"publisher","first-page":"1255","DOI":"10.1109\/TPDS.2020.2965452","volume":"31","author":"S Lim","year":"2020","unstructured":"Lim, S., Coy, T., Lu, Z., Ren, B., Zhang, X.: NVGraph: enforcing crash consistency of evolving network analytics in NVMM systems. IEEE Trans. Parallel Distrib. Syst. 31(6), 1255\u20131269 (2020)","journal-title":"IEEE Trans. Parallel Distrib. Syst."},{"key":"9_CR9","doi-asserted-by":"publisher","first-page":"388","DOI":"10.1109\/Cluster48925.2021.00063","volume-title":"2021 IEEE International Conference on Cluster Computing (CLUSTER)","author":"W Liu","year":"2021","unstructured":"Liu, W., Liu, H., Liao, X., Jin, H., Zhang, Y.: HNGraph: parallel graph processing in hybrid memory based NUMA systems. In: 2021 IEEE International Conference on Cluster Computing (CLUSTER), pp. 388\u2013397. IEEE (2021)"},{"key":"9_CR10","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1145\/1807167.1807184","volume-title":"Proceedings of the 2010 ACM SIGMOD International Conference on Management of Data","author":"G Malewicz","year":"2010","unstructured":"Malewicz, G. et al.: Pregel: a system for large-scale graph processing. In: Proceedings of the 2010 ACM SIGMOD International Conference on Management of Data, pp. 135\u2013146 (2010)"},{"key":"9_CR11","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1109\/IISWC55918.2022.00024","volume-title":"2022 IEEE International Symposium on Workload Characterization (IISWC)","author":"D Moura","year":"2022","unstructured":"Moura, D., Moss\u00e9, D., Petrucci, V.: Performance characterization of AutoNUMA memory tiering on graph analytics. In: 2022 IEEE International Symposium on Workload Characterization (IISWC), pp. 171\u2013184. IEEE (2022)"},{"key":"9_CR12","first-page":"1","volume-title":"Proceedings of the International Symposium on Memory Systems","author":"O Patil","year":"2025","unstructured":"Patil, O., Ionkov, L., Lee, J., Mueller, F., Lang, M.: NVM-based energy and cost efficient HPC clusters. In: Proceedings of the International Symposium on Memory Systems, pp. 1\u201314 (2025)"},{"key":"9_CR13","doi-asserted-by":"publisher","first-page":"304","DOI":"10.1145\/3357526.3357568","volume-title":"Proceedings of the International Symposium on Memory Systems","author":"IB Peng","year":"2019","unstructured":"Peng, I.B., Gokhale, M.B., Green, E.W.: System evaluation of the Intel Optane byte-addressable NVM. In: Proceedings of the International Symposium on Memory Systems, pp. 304\u2013315 (2019)"},{"key":"9_CR14","unstructured":"PMem.io: Persistent Memory Development Kit. https:\/\/pmem.io (2025)"},{"issue":"1","key":"9_CR15","first-page":"137","volume":"4","author":"H Sadreazami","year":"2017","unstructured":"Sadreazami, H., Mohammadi, A., Asif, A., Plataniotis, K.N.: Distributed-graph-based statistical approach for intrusion detection in cyber-physical systems. IEEE Trans. Signal Inf. Process. Netw. 4(1), 137\u2013147 (2017)","journal-title":"IEEE Trans. Signal Inf. Process. Netw."},{"key":"9_CR16","volume-title":"CXL Consortium White Paper","author":"DD Sharma","year":"2019","unstructured":"Sharma, D.D.: Compute express link. In: CXL Consortium White Paper (2019)"},{"key":"9_CR17","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1145\/2442516.2442530","volume-title":"Proceedings of the 18th ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming","author":"J Shun","year":"2013","unstructured":"Shun, J., Blelloch, G.E.: Ligra: a lightweight graph processing framework for shared memory. In: Proceedings of the 18th ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming, pp. 135\u2013146 (2013)"},{"key":"9_CR18","unstructured":"Sun, F.Y., Qu, M., Hoffmann, J., Huang, C.W., Tang, J.: vGraph: a generative model for joint community detection and node representation learning. Adv. Neural Inf. Processing Syst. 32 (2019)"},{"key":"9_CR19","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1109\/CLUSTER59578.2024.00011","volume-title":"2024 IEEE International Conference on Cluster Computing (CLUSTER)","author":"G Sun","year":"2024","unstructured":"Sun, G., Zhou, J., Li, B., Gu, X., Wang, W., He, S.: FTGraph: a flexible tree-based graph store on persistent memory for large-scale dynamic graphs. In: 2024 IEEE International Conference on Cluster Computing (CLUSTER), pp. 39\u201350. IEEE (2024)"},{"issue":"D1","key":"9_CR20","doi-asserted-by":"publisher","first-page":"D607","DOI":"10.1093\/nar\/gky1131","volume":"47","author":"D Szklarczyk","year":"2019","unstructured":"Szklarczyk, D., et al.: STRING v11: protein-protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets. Nucl. Acids Res. 47(D1), D607\u2013D613 (2019)","journal-title":"Nucl. Acids Res."},{"key":"9_CR21","doi-asserted-by":"publisher","first-page":"1308","DOI":"10.1109\/MICRO56248.2022.00091","volume-title":"2022 55th IEEE\/ACM International Symposium on Microarchitecture (MICRO)","author":"R Wang","year":"2022","unstructured":"Wang, R., He, S., Zong, W., Li, Y., Xu, Y.: XPGraph: XPLine-friendly persistent memory graph stores for large-scale evolving graphs. In: 2022 55th IEEE\/ACM International Symposium on Microarchitecture (MICRO), pp. 1308\u20131325. IEEE (2022)"},{"key":"9_CR22","first-page":"1239","volume-title":"2024 USENIX Annual Technical Conference (USENIX ATC 24)","author":"R Wang","year":"2024","unstructured":"Wang, R., Zong, W., He, S., Chen, X., Li, Z., Dang, Z.: Efficient large graph processing with chunk-based graph representation model. In: 2024 USENIX Annual Technical Conference (USENIX ATC 24), pp. 1239\u20131255 (2024)"},{"key":"9_CR23","doi-asserted-by":"publisher","first-page":"488","DOI":"10.1145\/3492321.3519556","volume-title":"Proceedings of the Seventeenth European Conference on Computer Systems","author":"L Xiang","year":"2022","unstructured":"Xiang, L., Zhao, X., Rao, J., Jiang, S., Jiang, H.: Characterizing the performance of intel optane persistent memory: a close look at its on-DIMM buffering. In: Proceedings of the Seventeenth European Conference on Computer Systems, pp. 488\u2013505 (2022)"},{"key":"9_CR24","doi-asserted-by":"publisher","first-page":"183","DOI":"10.1145\/2688500.2688507","volume-title":"Proceedings of the 20th ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming","author":"K Zhang","year":"2015","unstructured":"Zhang, K., Chen, R., Chen, H.: NUMA-aware graph-structured analytics. In: Proceedings of the 20th ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming, pp. 183\u2013193 (2015)"},{"issue":"1","key":"9_CR25","first-page":"1","volume":"3","author":"Y Zhang","year":"2025","unstructured":"Zhang, Y., et al.: TGraph: a tensor-centric graph processing framework. Proc. ACM Manag. Data. 3(1), 1\u201327 (2025)","journal-title":"Proc. ACM Manag. Data."},{"issue":"OOPSLA","key":"9_CR26","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3276491","volume":"2","author":"Y Zhang","year":"2018","unstructured":"Zhang, Y., Yang, M., Baghdadi, R., Kamil, S., Shun, J., Amarasinghe, S.: GraphIt: a high-performance graph DSL. Proc. ACM Program. Lang. 2(OOPSLA), 1\u201330 (2018)","journal-title":"Proc. ACM Program. Lang."}],"container-title":["Lecture Notes in Computer Science","Advanced Intelligent Computing Technology and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-92-3391-5_9","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,18]],"date-time":"2026-07-18T04:45:00Z","timestamp":1784349900000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-92-3391-5_9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,19]]},"ISBN":["9789819233908","9789819233915"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-981-92-3391-5_9","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,19]]},"assertion":[{"value":"19 July 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICIC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Toronto","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Canada","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2026","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 July 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 July 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icic2026a","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.ic-icc.cn\/2026\/index.htm","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}