{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,5]],"date-time":"2026-06-05T06:00:36Z","timestamp":1780639236489,"version":"3.54.1"},"reference-count":47,"publisher":"IEEE","license":[{"start":{"date-parts":[[2026,4,20]],"date-time":"2026-04-20T00:00:00Z","timestamp":1776643200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,4,20]],"date-time":"2026-04-20T00:00:00Z","timestamp":1776643200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,4,20]]},"DOI":"10.23919\/date69613.2026.11539434","type":"proceedings-article","created":{"date-parts":[[2026,6,4]],"date-time":"2026-06-04T19:53:10Z","timestamp":1780602790000},"page":"1-7","source":"Crossref","is-referenced-by-count":0,"title":["Black-Box Robustness Probing of Graph Neural Networks for VLSI Circuit Netlists"],"prefix":"10.23919","author":[{"given":"Rupesh Raj","family":"Karn","sequence":"first","affiliation":[{"name":"New York University,Center for Cyber Security,Abu Dhabi,UAE"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Johann","family":"Knechtel","sequence":"additional","affiliation":[{"name":"New York University,Center for Cyber Security,Abu Dhabi,UAE"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ozgur","family":"Sinanoglu","sequence":"additional","affiliation":[{"name":"New York University,Center for Cyber Security,Abu Dhabi,UAE"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","first-page":"945","article-title":"{MLaaS} in the wild: Workload analysis and scheduling in {Large-Scale} heterogeneous {GPU} clusters","volume-title":"19th USENIX Symposium on Networked Systems Design and Implementation (NSDI 22)","author":"Weng"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2018.2876844"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/SP54263.2024.00110"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TCSII.2021.3113035"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TCAD.2021.3110807"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.23919\/DATE54114.2022.9774603"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/LGRS.2021.3108883"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-80408-3_10"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/54.785838"},{"key":"ref10","article-title":"The epfl combinational benchmark suite","volume-title":"Proceedings of the 24th International Workshop on Logic & Synthesis (IWLS)","author":"Amar\u00fa"},{"key":"ref11","article-title":"Semi-supervised classification with graph convolutional networks","volume-title":"ICLR","author":"Kipf"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v32i1.11782"},{"key":"ref13","article-title":"Inductive representation learning on large graphs","volume-title":"NIPS","author":"Hamilton"},{"key":"ref14","article-title":"How powerful are graph neural networks?","volume-title":"ICLR","author":"Xu"},{"key":"ref15","article-title":"Graph attention networks","volume-title":"ICLR","author":"Veli\u010dkovi\u0107"},{"key":"ref16","article-title":"Machine learning as a service (mlaas) selection for iot environments","author":"Patel","year":"2024"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.3390\/technologies13050202"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.2514\/6.2009-4140"},{"key":"ref19","first-page":"7344","article-title":"Exactly computing the local lipschitz constant of relu networks","volume":"33","author":"Jordan","year":"2020","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref20","article-title":"Hessian-based analysis of large batch training and robustness to adversaries","volume":"31","author":"Yao","year":"2018","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TPWRS.2012.2220988"},{"key":"ref22","article-title":"Adversarial robustness through local linearization","volume":"32","author":"Qin","year":"2019","journal-title":"Advances in neural information processing systems"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i12.29270"},{"key":"ref24","article-title":"Sensitivity and generalization in neural networks: an empirical study","volume-title":"International Conference on Learning Representations (ICLR)","author":"Novak"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01258-8_32"},{"key":"ref26","article-title":"Lipschitz regularity of deep neural networks: analysis and efficient estimation","volume":"31","author":"Virmaux","year":"2018","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00929"},{"key":"ref28","article-title":"Large margin deep networks for classification","volume":"31","author":"Elsayed","year":"2018","journal-title":"Advances in neural information processing systems"},{"issue":"5","key":"ref29","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3580498","article-title":"A geometrical approach to evaluate the adversarial robustness of deep neural networks","volume":"19","author":"Wang","year":"2023","journal-title":"ACM Transactions on Multimedia Computing, Communications and Applications"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330851"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i9.16976"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TCAD.2021.3054808"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/IOLTS.2018.8474192"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/TCNS.2022.3145285"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE43902.2021.00038"},{"key":"ref36","first-page":"7637","article-title":"Robustness of graph neural networks at scale","volume":"34","author":"Geisler","year":"2021","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1145\/3437963.3441734"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/ICCAD51958.2021.9643498"},{"issue":"2","key":"ref39","first-page":"2","article-title":"Docker: lightweight linux containers for consistent development and deployment","volume":"239","author":"Merkel","year":"2014","journal-title":"Linux j"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4842-2415-1_4"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.sigpro.2014.03.039"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/HOST49136.2021.9702281"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS46773.2023.10181403"},{"key":"ref44","article-title":"GraphSAINT: Graph sampling based inductive learning method","volume-title":"International Conference on Learning Representations","author":"Zeng"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-024-09797-7"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.3390\/fi16090318"},{"key":"ref47","article-title":"Attackgnn: red-teaming gnns in hardware security using reinforcement learning","volume-title":"33rd USENIX Conference on Security Symposium","author":"Gohil"}],"event":{"name":"2026 Design, Automation & Test in Europe Conference (DATE)","location":"Verona, Italy","start":{"date-parts":[[2026,4,20]]},"end":{"date-parts":[[2026,4,22]]}},"container-title":["2026 Design, Automation & Test in Europe Conference (DATE)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11539023\/11539024\/11539434.pdf?arnumber=11539434","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,5]],"date-time":"2026-06-05T05:07:48Z","timestamp":1780636068000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11539434\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,4,20]]},"references-count":47,"URL":"https:\/\/doi.org\/10.23919\/date69613.2026.11539434","relation":{},"subject":[],"published":{"date-parts":[[2026,4,20]]}}}