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style=\"list-style-type:decimal;\">\u003Cli>\u003Ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://jobs.utdallas.edu/postings/27382\">\u003Cspan style=\"color:#1155cc;\">\u003Cu>Assistant and Associate Professor in Electrical and Computer Engineering\u003C/u>\u003C/span>\u003C/a>\u003C/li>\u003C/ol>","2024-10-21T16:22:25.910Z","2024-10-26T20:57:21.210Z","2024-10-21T16:22:27.674Z","205",{"id":1144,"name":1145,"alternativeText":15,"caption":15,"width":1146,"height":1147,"formats":1148,"hash":1166,"ext":18,"mime":19,"size":1167,"url":1168,"previewUrl":15,"provider":22,"provider_metadata":15,"createdAt":1169,"updatedAt":1169},134,"monogram-emblem-border-880-1.png",880,587,{"small":1149,"medium":1155,"thumbnail":1160},{"ext":18,"url":1150,"hash":1151,"mime":19,"name":1152,"path":15,"size":1153,"width":648,"height":1154},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/small_monogram_emblem_border_880_1_8faf9d88be.png","small_monogram_emblem_border_880_1_8faf9d88be","small_monogram-emblem-border-880-1.png",22.25,334,{"ext":18,"url":1156,"hash":1157,"mime":19,"name":1158,"path":15,"size":1159,"width":655,"height":648},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/medium_monogram_emblem_border_880_1_8faf9d88be.png","medium_monogram_emblem_border_880_1_8faf9d88be","medium_monogram-emblem-border-880-1.png",35.91,{"ext":18,"url":1161,"hash":1162,"mime":19,"name":1163,"path":15,"size":1164,"width":1165,"height":622},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/thumbnail_monogram_emblem_border_880_1_8faf9d88be.png","thumbnail_monogram_emblem_border_880_1_8faf9d88be","thumbnail_monogram-emblem-border-880-1.png",9.35,234,"monogram_emblem_border_880_1_8faf9d88be",7.26,"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/monogram_emblem_border_880_1_8faf9d88be.png","2024-10-21T16:21:43.033Z",{"id":1171,"variation":595,"button":1172},61,[1173],{"id":212,"label":598,"size":599,"color":600,"style":15,"icon":601,"iconPosition":602,"url":1174,"newWindow":8,"downloadable":15,"shape":15},"https://www.utdallas.edu/","-164",{"id":206,"name":1177,"description":1178,"createdAt":1179,"updatedAt":1180,"publishedAt":1181,"url_path_id":1182,"logo":1183,"website":1197,"url_path":1202},"Peking University","\u003Cp>Openings:\u003C/p>\u003Col style=\"list-style-type:decimal;\">\u003Cli>\u003Ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://drive.google.com/file/d/1Kh6kLqgXyZ-yHFcFpN0LtNoZA0l3s-bK/view?usp=drive_link\">Multiple tenure-track faculty positions\u003C/a>\u003C/li>\u003C/ol>","2024-10-21T16:22:51.218Z","2024-10-26T20:55:41.318Z","2024-10-21T16:22:53.136Z","206",{"id":649,"name":1184,"alternativeText":15,"caption":15,"width":1185,"height":1102,"formats":1186,"hash":1193,"ext":18,"mime":19,"size":1194,"url":1195,"previewUrl":15,"provider":22,"provider_metadata":15,"createdAt":1196,"updatedAt":1196},"images (3).png",391,{"thumbnail":1187},{"ext":18,"url":1188,"hash":1189,"mime":19,"name":1190,"path":15,"size":1191,"width":589,"height":1192},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/thumbnail_images_3_68cbc0fd43.png","thumbnail_images_3_68cbc0fd43","thumbnail_images (3).png",17.77,81,"images_3_68cbc0fd43",7.83,"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/images_3_68cbc0fd43.png","2024-10-21T16:21:42.687Z",{"id":1198,"variation":595,"button":1199},62,[1200],{"id":894,"label":598,"size":599,"color":600,"style":15,"icon":601,"iconPosition":602,"url":1201,"newWindow":8,"downloadable":15,"shape":15},"https://english.pku.edu.cn/","-165",{"id":160,"name":1204,"description":45,"createdAt":1205,"updatedAt":1206,"publishedAt":1207,"url_path_id":1208,"logo":1209,"website":1231,"url_path":1235},"Chinese University of Hong Kong","2024-10-21T16:23:31.393Z","2024-10-21T16:25:07.701Z","2024-10-21T16:25:07.690Z","207",{"id":1210,"name":1211,"alternativeText":15,"caption":15,"width":1212,"height":1213,"formats":1214,"hash":1227,"ext":18,"mime":19,"size":1228,"url":1229,"previewUrl":15,"provider":22,"provider_metadata":15,"createdAt":1230,"updatedAt":1230},137,"cuhk_logo_2x.png",556,100,{"small":1215,"thumbnail":1221},{"ext":18,"url":1216,"hash":1217,"mime":19,"name":1218,"path":15,"size":1219,"width":648,"height":1220},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/small_cuhk_logo_2x_2674588b4f.png","small_cuhk_logo_2x_2674588b4f","small_cuhk_logo_2x.png",33.47,90,{"ext":18,"url":1222,"hash":1223,"mime":19,"name":1224,"path":15,"size":1225,"width":589,"height":1226},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/thumbnail_cuhk_logo_2x_2674588b4f.png","thumbnail_cuhk_logo_2x_2674588b4f","thumbnail_cuhk_logo_2x.png",11.33,44,"cuhk_logo_2x_2674588b4f",8.47,"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/cuhk_logo_2x_2674588b4f.png","2024-10-21T16:25:04.093Z",{"id":946,"variation":595,"button":1232},[1233],{"id":335,"label":598,"size":599,"color":600,"style":15,"icon":601,"iconPosition":602,"url":1234,"newWindow":8,"downloadable":15,"shape":15},"https://www.cuhk.edu.hk/","-166",{"id":310,"name":1237,"description":1238,"createdAt":1239,"updatedAt":1240,"publishedAt":1241,"url_path_id":1242,"logo":1243,"website":1276,"url_path":1280},"California State University, Long Beach","\u003Cp>Openings:\u003C/p>\u003Cp>\u003Ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://urldefense.com/v3/__https://careers.pageuppeople.com/873/lb/en-us/job/543010/assistant-professor-of-computer-science__;!!IKRxdwAv5BmarQ!eQj8K4F3IfjWIwE6lI2-CE4VMHwlbceaBpx6Qm-22ksIX6ZjXv3PrCSF51VgT13ifmtvdqiqtUzmU1Zx7gIuBOf2bWY$\">Assistant Professor of Computer Science\u003C/a>\u003C/p>","2024-10-21T16:25:34.926Z","2024-10-27T19:26:45.135Z","2024-10-21T16:25:37.001Z","208",{"id":1244,"name":1245,"alternativeText":15,"caption":15,"width":1246,"height":1247,"formats":1248,"hash":1273,"ext":18,"mime":19,"size":81,"url":1274,"previewUrl":15,"provider":22,"provider_metadata":15,"createdAt":1275,"updatedAt":1275},136,"49e1116896ee3dd71dd426fcd25cc16b.png",1280,800,{"large":1249,"small":1255,"medium":1261,"thumbnail":1267},{"ext":18,"url":1250,"hash":1251,"mime":19,"name":1252,"path":15,"size":1253,"width":640,"height":1254},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/large_49e1116896ee3dd71dd426fcd25cc16b_10ef1ddb33.png","large_49e1116896ee3dd71dd426fcd25cc16b_10ef1ddb33","large_49e1116896ee3dd71dd426fcd25cc16b.png",52.7,625,{"ext":18,"url":1256,"hash":1257,"mime":19,"name":1258,"path":15,"size":1259,"width":648,"height":1260},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/small_49e1116896ee3dd71dd426fcd25cc16b_10ef1ddb33.png","small_49e1116896ee3dd71dd426fcd25cc16b_10ef1ddb33","small_49e1116896ee3dd71dd426fcd25cc16b.png",23.09,313,{"ext":18,"url":1262,"hash":1263,"mime":19,"name":1264,"path":15,"size":1265,"width":655,"height":1266},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/medium_49e1116896ee3dd71dd426fcd25cc16b_10ef1ddb33.png","medium_49e1116896ee3dd71dd426fcd25cc16b_10ef1ddb33","medium_49e1116896ee3dd71dd426fcd25cc16b.png",37.06,469,{"ext":18,"url":1268,"hash":1269,"mime":19,"name":1270,"path":15,"size":1271,"width":589,"height":1272},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/thumbnail_49e1116896ee3dd71dd426fcd25cc16b_10ef1ddb33.png","thumbnail_49e1116896ee3dd71dd426fcd25cc16b_10ef1ddb33","thumbnail_49e1116896ee3dd71dd426fcd25cc16b.png",10.13,153,"49e1116896ee3dd71dd426fcd25cc16b_10ef1ddb33","https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/49e1116896ee3dd71dd426fcd25cc16b_10ef1ddb33.png","2024-10-21T16:21:43.178Z",{"id":396,"variation":595,"button":1277},[1278],{"id":316,"label":598,"size":599,"color":600,"style":15,"icon":601,"iconPosition":602,"url":1279,"newWindow":8,"downloadable":15,"shape":15},"https://www.csulb.edu/","-167",{"id":227,"name":1282,"description":1283,"createdAt":1284,"updatedAt":1285,"publishedAt":1286,"url_path_id":1287,"logo":1288,"website":1320,"url_path":1325},"NVIDIA","\u003Cp>Openings:\u003C/p>\u003Cul>\u003Cli>\u003Ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://nvidia.wd5.myworkdayjobs.com/en-US/NVIDIAExternalCareerSite/details/Research-Scientist--Design-Automation---New-College-Grad-2025_JR1989394-1?q=JR1989394\">Research scientist\u003C/a>\u003C/li>\u003Cli>\u003Ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://nvidia.wd5.myworkdayjobs.com/en-US/NVIDIAExternalCareerSite/job/US-CA-Santa-Clara/PhD-Research-Intern--Robotics-and-or-Autonomous-Vehicles---2025_JR1989940-1?q=JR1989940+PhD+Research+Intern,+Robotics+and/or+Autonomous+Vehicles+-+2025\">Internship link\u003C/a>\u003C/li>\u003C/ul>","2024-10-21T16:26:10.208Z","2024-10-28T21:11:00.165Z","2024-10-21T16:26:12.361Z","209",{"id":1289,"name":1290,"alternativeText":15,"caption":15,"width":1291,"height":1292,"formats":1293,"hash":1316,"ext":18,"mime":19,"size":1317,"url":1318,"previewUrl":15,"provider":22,"provider_metadata":15,"createdAt":1319,"updatedAt":1319},135,"nvidia-logo-horz.png",1070,601,{"large":1294,"small":1300,"medium":1305,"thumbnail":1311},{"ext":18,"url":1295,"hash":1296,"mime":19,"name":1297,"path":15,"size":1298,"width":640,"height":1299},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/large_nvidia_logo_horz_e2054e7730.png","large_nvidia_logo_horz_e2054e7730","large_nvidia-logo-horz.png",39.87,562,{"ext":18,"url":1301,"hash":1302,"mime":19,"name":1303,"path":15,"size":1304,"width":648,"height":1034},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/small_nvidia_logo_horz_e2054e7730.png","small_nvidia_logo_horz_e2054e7730","small_nvidia-logo-horz.png",14.82,{"ext":18,"url":1306,"hash":1307,"mime":19,"name":1308,"path":15,"size":1309,"width":655,"height":1310},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/medium_nvidia_logo_horz_e2054e7730.png","medium_nvidia_logo_horz_e2054e7730","medium_nvidia-logo-horz.png",25.1,421,{"ext":18,"url":1312,"hash":1313,"mime":19,"name":1314,"path":15,"size":1315,"width":589,"height":1046},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/thumbnail_nvidia_logo_horz_e2054e7730.png","thumbnail_nvidia_logo_horz_e2054e7730","thumbnail_nvidia-logo-horz.png",6.41,"nvidia_logo_horz_e2054e7730",8.64,"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/nvidia_logo_horz_e2054e7730.png","2024-10-21T16:21:43.111Z",{"id":415,"variation":595,"button":1321},[1322],{"id":1323,"label":598,"size":599,"color":600,"style":15,"icon":601,"iconPosition":602,"url":1324,"newWindow":8,"downloadable":15,"shape":15},73,"https://www.nvidia.com/en-us/","-168",{"id":247,"name":1327,"description":1328,"createdAt":1329,"updatedAt":1330,"publishedAt":1331,"url_path_id":1332,"logo":1333,"website":1353,"url_path":1358},"Arizona State University","\u003Cp>Openings:\u003C/p>\u003Col style=\"list-style-type:decimal;\">\u003Cli>\u003Ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://apply.interfolio.com/156770\">Professor (All Ranks) in Microelectronics\u003C/a>\u003C/li>\u003C/ol>","2024-10-21T16:27:22.029Z","2024-10-26T20:56:24.414Z","2024-10-21T16:27:23.897Z","210",{"id":1334,"name":1335,"alternativeText":15,"caption":15,"width":1336,"height":1337,"formats":1338,"hash":1349,"ext":18,"mime":19,"size":1350,"url":1351,"previewUrl":15,"provider":22,"provider_metadata":15,"createdAt":1352,"updatedAt":1352},130,"images (4).png",512,98,{"small":1339,"thumbnail":1344},{"ext":18,"url":1340,"hash":1341,"mime":19,"name":1342,"path":15,"size":1343,"width":648,"height":766},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/small_images_4_722bb37608.png","small_images_4_722bb37608","small_images (4).png",33.41,{"ext":18,"url":1345,"hash":1346,"mime":19,"name":1347,"path":15,"size":1348,"width":589,"height":539},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/thumbnail_images_4_722bb37608.png","thumbnail_images_4_722bb37608","thumbnail_images (4).png",13.53,"images_4_722bb37608",6.12,"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/images_4_722bb37608.png","2024-10-21T16:21:42.665Z",{"id":1055,"variation":595,"button":1354},[1355],{"id":1356,"label":598,"size":599,"color":600,"style":15,"icon":601,"iconPosition":602,"url":1357,"newWindow":15,"downloadable":15,"shape":15},74,"https://www.asu.edu/","-169",{"id":509,"name":1360,"description":1361,"createdAt":1362,"updatedAt":1363,"publishedAt":1364,"url_path_id":1365,"logo":1366,"website":1386,"url_path":1390},"University of Wisconsin","\u003Cp>Openings:\u003C/p>\u003Col style=\"list-style-type:decimal;\">\u003Cli>\u003Ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://jobs.wisc.edu/jobs/professor-open-rank-in-electrical-computer-engineering-ai-for-chip-design-madison-wisconsin-united-states\">Professor (open rank) in Electrical & Computer Engineering - AI for Chip Design\u003C/a>\u003C/li>\u003C/ol>\u003Cp> \u003C/p>\u003Cp> \u003C/p>","2024-10-21T16:28:02.562Z","2024-10-26T20:56:56.929Z","2024-10-21T16:28:04.775Z","211",{"id":1367,"name":1368,"alternativeText":15,"caption":15,"width":1369,"height":1370,"formats":1371,"hash":1383,"ext":18,"mime":19,"size":180,"url":1384,"previewUrl":15,"provider":22,"provider_metadata":15,"createdAt":1385,"updatedAt":1385},132,"vert-w-crest-logo-web-digital-color.png",600,400,{"small":1372,"thumbnail":1378},{"ext":18,"url":1373,"hash":1374,"mime":19,"name":1375,"path":15,"size":1376,"width":648,"height":1377},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/small_vert_w_crest_logo_web_digital_color_beb0805fb0.png","small_vert_w_crest_logo_web_digital_color_beb0805fb0","small_vert-w-crest-logo-web-digital-color.png",62.38,333,{"ext":18,"url":1379,"hash":1380,"mime":19,"name":1381,"path":15,"size":1382,"width":1165,"height":622},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/thumbnail_vert_w_crest_logo_web_digital_color_beb0805fb0.png","thumbnail_vert_w_crest_logo_web_digital_color_beb0805fb0","thumbnail_vert-w-crest-logo-web-digital-color.png",20.47,"vert_w_crest_logo_web_digital_color_beb0805fb0","https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/vert_w_crest_logo_web_digital_color_beb0805fb0.png","2024-10-21T16:21:42.813Z",{"id":520,"variation":595,"button":1387},[1388],{"id":233,"label":598,"size":599,"color":600,"style":15,"icon":601,"iconPosition":602,"url":1389,"newWindow":8,"downloadable":15,"shape":15},"https://www.wisc.edu/","-170",{"id":200,"name":1392,"description":45,"createdAt":1393,"updatedAt":1394,"publishedAt":1395,"url_path_id":1396,"logo":1397,"website":1425,"url_path":1429},"Villanova University","2024-10-26T11:20:53.250Z","2024-10-26T11:20:55.579Z","2024-10-26T11:20:55.572Z","212",{"id":1046,"name":1398,"alternativeText":15,"caption":15,"width":1246,"height":1399,"formats":1400,"hash":1421,"ext":760,"mime":763,"size":1422,"url":1423,"previewUrl":15,"provider":22,"provider_metadata":15,"createdAt":1424,"updatedAt":1424},"image_1579638630.no.size.img.jpg",960,{"large":1401,"small":1406,"medium":1411,"thumbnail":1416},{"ext":760,"url":1402,"hash":1403,"mime":763,"name":1404,"path":15,"size":1405,"width":640,"height":655},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/large_image_1579638630_no_size_img_0c4aefb873.jpg","large_image_1579638630_no_size_img_0c4aefb873","large_image_1579638630.no.size.img.jpg",34.67,{"ext":760,"url":1407,"hash":1408,"mime":763,"name":1409,"path":15,"size":1410,"width":648,"height":1079},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/small_image_1579638630_no_size_img_0c4aefb873.jpg","small_image_1579638630_no_size_img_0c4aefb873","small_image_1579638630.no.size.img.jpg",13.1,{"ext":760,"url":1412,"hash":1413,"mime":763,"name":1414,"path":15,"size":1415,"width":655,"height":1028},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/medium_image_1579638630_no_size_img_0c4aefb873.jpg","medium_image_1579638630_no_size_img_0c4aefb873","medium_image_1579638630.no.size.img.jpg",22.85,{"ext":760,"url":1417,"hash":1418,"mime":763,"name":1419,"path":15,"size":1420,"width":621,"height":622},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/thumbnail_image_1579638630_no_size_img_0c4aefb873.jpg","thumbnail_image_1579638630_no_size_img_0c4aefb873","thumbnail_image_1579638630.no.size.img.jpg",3.51,"image_1579638630_no_size_img_0c4aefb873",49.04,"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/image_1579638630_no_size_img_0c4aefb873.jpg","2024-10-26T11:20:33.114Z",{"id":1133,"variation":595,"button":1426},[1427],{"id":16,"label":598,"size":599,"color":600,"style":15,"icon":601,"iconPosition":602,"url":1428,"newWindow":15,"downloadable":15,"shape":15},"https://www1.villanova.edu/university.html","-171",{"id":324,"name":1431,"description":45,"createdAt":1432,"updatedAt":1433,"publishedAt":1434,"url_path_id":1435,"logo":1436,"website":1450,"url_path":1455},"Syracuse University","2024-10-26T18:34:30.431Z","2024-10-26T18:35:05.768Z","2024-10-26T18:35:05.761Z","213",{"id":1437,"name":1438,"alternativeText":15,"caption":15,"width":1439,"height":649,"formats":1440,"hash":1446,"ext":18,"mime":19,"size":1447,"url":1448,"previewUrl":15,"provider":22,"provider_metadata":15,"createdAt":1449,"updatedAt":1449},139,"images (5).png",384,{"thumbnail":1441},{"ext":18,"url":1442,"hash":1443,"mime":19,"name":1444,"path":15,"size":1445,"width":589,"height":582},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/thumbnail_images_5_292bd7738d.png","thumbnail_images_5_292bd7738d","thumbnail_images (5).png",12.99,"images_5_292bd7738d",4.92,"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/images_5_292bd7738d.png","2024-10-26T18:34:09.860Z",{"id":212,"variation":595,"button":1451},[1452],{"id":1453,"label":598,"size":599,"color":600,"style":15,"icon":601,"iconPosition":602,"url":1454,"newWindow":8,"downloadable":15,"shape":15},77,"https://www.syracuse.edu/","-172",{"pagination":1457},{"page":5,"pageSize":324,"pageCount":27,"total":102},{"id":102,"heading":1459,"pageHeader":1460,"sections":1462},"Co-Designing NVM-based Systems for Machine Learning Applications",{"id":102,"description":1461,"showPageHeader":8,"backgroundColor":49,"image":15}," ",[1463],{"id":120,"__component":1464,"componentVariation":1465,"contactsVariation":1466,"styles":15,"header":1467,"sessionsGroup":1470},"content.sessions","Sessions Base","Card Contact Full",{"id":247,"heading":15,"prose":1468,"lead":15,"eyebrow":15,"badge":15,"componentVariation":1469,"containerWidth":15,"image":15},"\u003Cp style=\"text-align:justify;\">The emergence of innovative non-volatile memory (NVM) technology has significantly changed the design of  intermittently powered embedded systems. NVM offers the opportunity to provide persistent data structures that  allow the system to maintain its state and data despite power shortages. However, NVM also presents new  challenges, such as wear and tear. At the same time, key memory parameters like read/write access times vary  greatly, which can lead to new trade-offs for customization in embedded systems design and for novel embedded  architectures in general. When NVM memories are deployed in an embedded system, this affects the entire  computing stack, from programming and operating systems to embedded systems architectures and micro architectures. This special session aims to demonstrate the new opportunities in embedded architectures with NVM  memories and how, in particular, embedded machine-learning applications may benefit. \u003C/p>\u003Cp style=\"text-align:justify;\">The team behind this ICCAD special session proposal offers a wide range of expertise, from software techniques to  embedded architectures and NVM technologies. It comprises researchers from six institutions in Taiwan, Germany,  the Netherlands, and the USA, offering diverse research perspectives from both academia and industry.\u003C/p>","Heading Center",[1471],{"id":120,"groupTitle":15,"sessions":1472},[1473,1506,1539,1592],{"id":220,"session":1474},{"id":220,"title":1475,"teaser":1476,"body":45,"createdAt":1477,"updatedAt":1478,"publishedAt":1479,"url_path_id":1480,"contacts":1481,"url_path":1505},"Advancing Edge Machine Learning with Non-Volatile Memory Technologies","\u003Cp style=\"text-align:justify;\">We will discuss employing non-volatile memory technologies like phase change memory (PCM) and memristor  devices to enhance machine learning (ML) capabilities in edge environments. Both software and hardware approaches  covered to implementing these technologies. We explore using PCM's write modes to speed up Convolutional Neural  Networks (CNNs) by dynamically adjusting write modes based on retention time (software approach). Additionally,  we examine how these disruptive memory technologies can impact ML performance and propose architectural and  system-level optimizations to improve efficiency and reduce energy consumption (hardware approach). Our goal is to  optimize ML execution in resource-constrained edge settings by addressing challenges related to non-volatile  memory's write latency and endurance and leveraging their underlying execution properties to improve energy  efficiency.\u003C/p>","2024-07-12T12:52:36.095Z","2024-07-12T12:52:37.554Z","2024-07-12T12:52:37.550Z","122",[1482],{"id":138,"name":1483,"committee":15,"position":15,"affiliation":1484,"email":15,"biography":1485,"createdAt":1486,"updatedAt":1486,"url_path_id":1487,"contactPhoto":1488,"socialLinks":1503,"url_path":1504},"Jörg Henkel","Karlsruhe Institute of Technology, Germany","\u003Cp style=\"text-align:justify;\">Jörg Henkel's research interest includes co-design for embedded hardware/software systems with respect to power, security and with means of resource-constrained machine learning techniques. He has led several conferences as a  General Chair including DAC, ICCAD and ESWeek, He serves as a steering committee chair/member for leading  conferences and journals for embedded and cyber-physical systems. He has coordinated the DFG Program SPP 1500  \"Dependable Embedded Systems'' and was a Site Coordinator of the DFG TR89 Collaborative Research Center on  \"Invasive Computing''. He is the Chairman of the IEEE Computer Society, Germany Chapter. He has received six best  paper awards throughout his career from, among others, ICCAD, ESWeek, and DATE. For two consecutive terms  each, he served as the Editor-in-Chief for both the ACM Transactions on Embedded Computing Systems and the IEEE  Design & Test magazine. He is currently (2024) the Chair of the Steering Committee of ESWeek and the Vice  President for Publications at IEEE CEDA. He is a Fellow of both the ACM and IEEE. \u003C/p>","2024-07-12T12:46:52.592Z","119",{"id":1489,"name":1490,"alternativeText":15,"caption":15,"width":1491,"height":1492,"formats":1493,"hash":1499,"ext":760,"mime":763,"size":1500,"url":1501,"previewUrl":15,"provider":22,"provider_metadata":15,"createdAt":1502,"updatedAt":1502},86,"Jörg Henkel.jpg",247,204,{"thumbnail":1494},{"ext":760,"url":1495,"hash":1496,"mime":763,"name":1497,"path":15,"size":803,"width":1498,"height":622},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/thumbnail_Joerg_Henkel_81698f8e8d.jpg","thumbnail_Joerg_Henkel_81698f8e8d","thumbnail_Jörg Henkel.jpg",189,"Joerg_Henkel_81698f8e8d",6.31,"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/Joerg_Henkel_81698f8e8d.jpg","2024-07-12T12:46:50.157Z",[],"-91","-94",{"id":241,"session":1507},{"id":241,"title":1508,"teaser":1509,"body":45,"createdAt":1510,"updatedAt":1511,"publishedAt":1512,"url_path_id":1513,"contacts":1514,"url_path":1538},"Challenges and opportunities in accelerating large-scale search problems using NVM-based in memory computing","\u003Cp style=\"text-align:justify;\">Large-scale search is prevalent in machine learning applications, but accelerating such search operations faces  challenges due to the data scale and irregular memory accesses. Non-volatile memory based content addressable  memories (CAMs) have emerged as a promising solution for accelerating large-scale search tasks. However, selecting  the most suitable NVM devices and architectures for implementing CAMs is a complex problem. This talk will explore  how different choices of NVM devices and architectures can impact the overall performance of in-memory search  accelerators. The insights gained from this discussion will provide valuable guidance to both device researchers and  architects in their endeavor of developing high-performance accelerators for large-scale search tasks.\u003C/p>","2024-07-12T12:53:00.065Z","2024-07-12T12:53:01.552Z","2024-07-12T12:53:01.548Z","123",[1515],{"id":496,"name":1516,"committee":15,"position":15,"affiliation":1517,"email":15,"biography":1518,"createdAt":1519,"updatedAt":1520,"url_path_id":1521,"contactPhoto":1522,"socialLinks":1536,"url_path":1537},"Sharon (Xiaobo) Hu","University of Notre Dame, USA","\u003Cp style=\"text-align:justify;\">\u003Cspan style=\"background-color:transparent;color:#000000;\">Xiaobo Sharon Hu\u003Cstrong> \u003C/strong>is a professor in the department of Computer Science and Engineering at the University of Notre  Dame, USA. Her research interests include low-power system design, circuit and architecture design with emerging  technologies, real-time embedded systems, and hardware-software co-design. She has published more than 450 papers  in these areas. Some of her recognitions include the Best Paper Award from the Design Automation Conference,  International Conference on Computer-Aided Design, and the International Symposium on Low Power Electronics  and Design; Marie R. Pistilli Women in Engineering Achievement Award; and NSF Career award. She served as the  General Chair and/or TPC Chair of Design Automation Conference, Real-Time Systems Symposium, Embedded  Systems Week, etc. She was the Editor-in-Chief of ACM Transactions on Design Automation of Electronic Systems  and served as Associate Editor of other ACM and IEEE journals. Sharon Hu is a Fellow of the ACM and the IEEE.\u003C/span>\u003C/p>","2024-07-12T12:44:26.632Z","2024-07-12T12:45:12.461Z","118",{"id":1523,"name":1524,"alternativeText":15,"caption":15,"width":1525,"height":1525,"formats":1526,"hash":1532,"ext":760,"mime":763,"size":1533,"url":1534,"previewUrl":15,"provider":22,"provider_metadata":15,"createdAt":1535,"updatedAt":1535},85,"Sharon (Xiaobo) Hu.jpg",300,{"thumbnail":1527},{"ext":760,"url":1528,"hash":1529,"mime":763,"name":1530,"path":15,"size":1531,"width":622,"height":622},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/thumbnail_Sharon_Xiaobo_Hu_a4c9748851.jpg","thumbnail_Sharon_Xiaobo_Hu_a4c9748851","thumbnail_Sharon (Xiaobo) Hu.jpg",5.92,"Sharon_Xiaobo_Hu_a4c9748851",16.68,"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/Sharon_Xiaobo_Hu_a4c9748851.jpg","2024-07-12T12:43:53.792Z",[],"-90","-95",{"id":1540,"session":1541},29,{"id":1540,"title":1542,"teaser":1543,"body":45,"createdAt":1544,"updatedAt":1545,"publishedAt":1546,"url_path_id":1547,"contacts":1548,"url_path":1591},"Memory-Centric Deployment of Machine Learning Models","\u003Cp style=\"text-align:justify;\">Machine Learning research often centers on high-level models, neglecting the impact of underlying execution  properties of memory technologies. Emerging memory technologies bring forth promising features while also  presenting significant challenges in system design, including access-dependent latency (as observed in racetrack  memory), aging, and reliability issues. It is therefore essential to account for such hardware-dependent properties  when deploying machine learning models. By incorporating an understanding of the properties of memory  technologies, we can develop architectural-level solutions and system-level mechanisms to enhance performance  and/or reduce energy consumption. This is particularly vital for sustainability. In this presentation, we will share our  recent insights and experiences in memory-centric deployment tailored for machine learning models.\u003C/p>","2024-07-12T12:53:23.520Z","2024-07-12T12:53:25.141Z","2024-07-12T12:53:25.136Z","124",[1549],{"id":280,"name":1550,"committee":15,"position":15,"affiliation":1551,"email":15,"biography":1552,"createdAt":1553,"updatedAt":1553,"url_path_id":1554,"contactPhoto":1555,"socialLinks":1589,"url_path":1590},"Chia-Lin Yang","NTU, Singapore","\u003Cp style=\"text-align:justify;\">Chia-Lin Yang is a Professor of Computer Science and Information Engineering at NTU. Her research is in the area  of computer architecture and systems with focuses on storage/NVM architecture and AI-enabled edge computing. She  was the General Co-chair for ISLPED 2017/Micro 2016, and the Program Co-Chair for ISLPED 2016. Dr. Yang is  currently serving as the Editor in Chief for IEEE Computer Architecture Letters, Associate Editor for ACM  Transactions on Embedded Computing, and ACM Transactions on Computer Architecture and Code Optimizations.  She has also served on the technical program committees of several IEEE/ACM conferences, such as ISCA, ASPLOS,  HPCA, ISLPED, IPDPS, ICCD, DAC, ICCAD, ISSS+CODES, CASES, Date, ASP-DAC. She received the best paper  award of ISLPED 2009 and was a recipient of the 2005 and 2010 IBM Faculty Award.\u003C/p>","2024-07-12T12:48:39.750Z","120",{"id":706,"name":1556,"alternativeText":15,"caption":15,"width":1557,"height":1558,"formats":1559,"hash":1584,"ext":760,"mime":763,"size":1585,"url":1586,"previewUrl":15,"provider":22,"provider_metadata":15,"createdAt":1587,"updatedAt":1588},"Chia-Lin Yang.jpg",1919,1825,{"large":1560,"small":1566,"medium":1572,"thumbnail":1578},{"ext":760,"url":1561,"hash":1562,"mime":763,"name":1563,"path":15,"size":1564,"width":640,"height":1565},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/large_Chia_Lin_Yang_f21881fd4e.jpg","large_Chia_Lin_Yang_f21881fd4e","large_Chia-Lin Yang.jpg",121.89,951,{"ext":760,"url":1567,"hash":1568,"mime":763,"name":1569,"path":15,"size":1570,"width":648,"height":1571},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/small_Chia_Lin_Yang_f21881fd4e.jpg","small_Chia_Lin_Yang_f21881fd4e","small_Chia-Lin Yang.jpg",38.46,475,{"ext":760,"url":1573,"hash":1574,"mime":763,"name":1575,"path":15,"size":1576,"width":655,"height":1577},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/medium_Chia_Lin_Yang_f21881fd4e.jpg","medium_Chia_Lin_Yang_f21881fd4e","medium_Chia-Lin Yang.jpg",76.66,713,{"ext":760,"url":1579,"hash":1580,"mime":763,"name":1581,"path":15,"size":1582,"width":1583,"height":622},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/thumbnail_Chia_Lin_Yang_f21881fd4e.jpg","thumbnail_Chia_Lin_Yang_f21881fd4e","thumbnail_Chia-Lin Yang.jpg",5.58,164,"Chia_Lin_Yang_f21881fd4e",333.63,"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/Chia_Lin_Yang_f21881fd4e.jpg","2024-07-12T12:48:18.191Z","2024-07-12T12:48:38.450Z",[],"-92","-96",{"id":261,"session":1593},{"id":261,"title":1594,"teaser":1595,"body":45,"createdAt":1596,"updatedAt":1597,"publishedAt":1598,"url_path_id":1599,"contacts":1600,"url_path":1625},"The landscape of non-volatile memory technologies","\u003Cp style=\"text-align:justify;\">This talk will provide a review of the current state of various non-volatile memory technologies being investigated in  both industry and academia. The advantages and disadvantages of each NVM device will be analyzed. Factors that  impact their adoption will be discussed. \u003C/p>","2024-07-12T12:53:44.345Z","2024-07-12T12:53:46.066Z","2024-07-12T12:53:46.060Z","125",[1601],{"id":810,"name":1602,"committee":15,"position":15,"affiliation":1603,"email":15,"biography":1604,"createdAt":1605,"updatedAt":1605,"url_path_id":1606,"contactPhoto":1607,"socialLinks":1623,"url_path":1624},"Meng-Fan (Marvin) Chang","National Tsing Hua University, Taiwan","\u003Cp style=\"text-align:justify;\">Meng-Fan (Marvin) Chang is the Director of Corporate Research at TSMC and Distinguished Professor at  National Tsing Hua University, Taiwan. His research interests include circuit design for volatile and nonvolatile  memory, 3D-Memory, computing-in-memory for AI chips, resistive neuromorphic circuits, etc. Dr. Chang has  served as an associate editor for IEEE TVLSI, IEEE TCAD. He also has served as a guest editor of IEEE JSSC,  IEEE TCAS-I, IEEE TCAS-II, and IEEE JETCAS. He served on technical program committees for ISSCC, IEDM  (Ex-com and MT chair), DAC (sub-com chair), ISCAS (track co-chair), A-SSCC, ASP-DAC (track chair), VLSI DAT (track chair) and numerous international conferences. He is a Fellow of the IEEE. \u003C/p>","2024-07-12T12:52:02.589Z","121",{"id":253,"name":1608,"alternativeText":15,"caption":15,"width":1609,"height":1610,"formats":1611,"hash":1618,"ext":760,"mime":763,"size":1619,"url":1620,"previewUrl":15,"provider":22,"provider_metadata":15,"createdAt":1621,"updatedAt":1622},"Meng-Fan (Marvin) Chang.jpg",352,336,{"thumbnail":1612},{"ext":760,"url":1613,"hash":1614,"mime":763,"name":1615,"path":15,"size":1616,"width":1617,"height":622},"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/thumbnail_Meng_Fan_Marvin_Chang_3627adf553.jpg","thumbnail_Meng_Fan_Marvin_Chang_3627adf553","thumbnail_Meng-Fan (Marvin) Chang.jpg",5.51,163,"Meng_Fan_Marvin_Chang_3627adf553",17.59,"https://confcats-siteplex.s3.us-east-1.amazonaws.com/iccad24/Meng_Fan_Marvin_Chang_3627adf553.jpg","2024-07-12T12:51:48.657Z","2024-07-12T12:52:01.078Z",[],"-93","-97",{"data":1627,"meta":1633},{"id":102,"heading":1459,"createdAt":1628,"updatedAt":1629,"publishedAt":1630,"url_path_id":1631,"url_path":1632,"contentType":79},"2024-07-12T12:54:01.895Z","2024-07-12T13:19:24.343Z","2024-07-12T12:54:03.523Z","126","/ss3",{},1778851353037]