報告主題：Emerging?Data?Science?Research?for?Robust?Generative?AI

報告人：李建新

報告時間：2025年10月18日（周六）下午15：30-16：30

報告地址：計算機大樓A411

報告摘要：

In?this?invited?talk,?Professor?Jianxin?Li?will?first?present?the?overall?state?of?the?art?about?large?language?models?(LLMs),?particularly?the?emerging?needs?of?data?science?for?generative?AI?models,?including?the?significant?applications?and?the?research?gaps.?To?show?the?research?impact,?he?will?briefly?introduce?two?recent?studies?of?cross-modal?data?alignment?and?data?fusion?for?supporting?image-text?retrieval?and?graph-text?natural?language-based?question?and?answering.?Finally,?he?will?discuss?the?research?problems?by?demonstrating?one?of?their?recent?innovative?platforms,?i.e.,?data?engineering?for?AI?(DE4AI)?to?explain?the?benefits?of?such?technologies.?This?talk?is?suitable?to?all?attendees?in?the?fields?of?data?science,?machine?learning,?deep?learning?and?AI?applications.

報告人簡介：

Dr.?Jianxin?Li?is?the?full?professor?of?information?systems,?and?deputy?director?of?Business?Intelligence?Cluster?at?School?of?Business?and?Law,?Edith?Cowan?University.?Prior?to?joining?ECU,?Jianxin?has?worked?as?academic?positions?in?Swinburne,?RMIT,?UWA?and?Deakin?Universities.?His?research?is?specialised?in?data?science,?AI?and?knowledge?information?systems.?He?has?published?about?200?peer-reviewed?and?high-quality?research?articles?in?top?international?conferences?and?journals,?e.g.,?IEEE?ICDE,?IEEE?TKDE.?There?are?13?Highly?Cited?Papers?or?Hot?Papers?since?2020.?He?was?awarded?as?World?Top?2%?scientists?since?2022?due?to?research?impact?and?high?citation.?He?has?obtained?more?than?10?external?grants?with?about?1.7?million?funding,?including?ARC?DP,?ARC?LP.?Currently,?he?serves?as?the?Editor-in-Chief?in?Array,?Associate?Editors?in?Information?Systems,?Knowledge-based?Systems,?and?World?Wide?Web?Journal.