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<p class="MsoNormal"><span lang="EN-US" style="font-size:16.0pt;mso-ansi-language:EN-US">Welcome to a Machine Learning Seminar on Friday, March 15 at 10:15 in Alan Turing (note the time and place!)<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin;mso-ansi-language:EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:16.0pt;mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin;color:black;mso-ansi-language:EN-US">Learning
Paradigms for Timeseries (TS) and <span class="SpellE">SpatioTemporal</span> (ST) Data (and Tasks): Towards Generative AI for TS and ST<br>
</span></b><b><span style="font-size:16.0pt;mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin;color:black"><a href="https://fsalim.github.io/"><span lang="EN-US" style="color:#225785;mso-ansi-language:EN-US">Flora
Salim</span></a></span></b><b><span lang="EN-US" style="font-size:16.0pt;mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin;color:black;mso-ansi-language:EN-US">,
Professor in the School of Computer Science and Engineering, University of New South Wales (UNSW)<o:p></o:p></span></b></p>
<p class="MsoNormal"><b><span lang="EN-US" style="mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin;color:black;mso-ansi-language:EN-US"><o:p> </o:p></span></b></p>
<p class="MsoNormal"><i><span lang="EN-US" style="mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin;color:black;mso-ansi-language:EN-US">Abstract:</span></i><span lang="EN-US" style="mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin;color:black;mso-ansi-language:EN-US">
The initial release of ChatGPT that has seen a worldwide uptake of over than 100 million in just two months after its launch in November 2022. There were several key milestones leading to the development of these foundation models, which underpin the ChatGPT
technology, including the introduction of Transformers architecture and the self-supervised learning paradigm. How has the underpinning technologies been applied in the pervasive computing domain, such as for human
<span class="SpellE">behaviour</span> modelling, and traffic and weather forecasting? Access to annotated human
<span class="SpellE">behaviour</span> data has been expensive and often infeasible. This demands new ways for modelling
<span class="SpellE">behaviours</span> at scale, moving away from discriminative,
<span class="GramE">fully-supervised</span> learning approaches, and from narrow tasks. The heterogeneity of both the data sources and the downstream tasks, as well as lack of annotations, makes self-supervised learning to be a compelling choice, as they require
no labelled data and can be made compact and <span class="SpellE">generalisable</span>. I will present our self-supervised learning (SSL) pretraining approaches for multimodal sensor data,
<span class="GramE">and also</span> recent works on multimodal self-supervision. I will show why Transformer architecture, designed for sequence-to-sequence modelling, with multi-head attention mechanism, is a perfect fit for time-series data. When combined
with Graph structure, it becomes a powerful combo for spatiotemporal prediction tasks. I will also present our works on leveraging Large Language Models (LLMs) for time-series modelling, such as for traffic forecasting and energy demand forecasting, using
natural language prompts. Finally, I will discuss open issues around these models, including fairness and explainability, and present our ongoing projects to address them.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin;color:black;mso-ansi-language:EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><i><span lang="EN-US" style="mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin;color:black;mso-ansi-language:EN-US">Bio:</span></i><span lang="EN-US" style="mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin;color:black;mso-ansi-language:EN-US">
Flora Salim is a Professor in the School of Computer Science and Engineering (CSE), the inaugural Cisco Chair of Digital Transport & AI, University of New South Wales (UNSW) Sydney, and the Deputy Director (Engagement) of UNSW AI Institute. Her research is
on machine learning for time-series and multimodal sensor data and on trustworthy AI. She has received several prestigious fellowships including Humboldt-Bayer Fellowship, Humboldt Fellowship, Victoria Fellowship, and ARC Australian Postdoctoral (Industry)
Fellowship. She was a recipient of the Women in AI Awards 2022 Australia and New Zealand (<span class="SpellE">Defence</span> and Intelligence Category). She has worked with many industry and government partners, and managed large-scale research and innovation
projects, leading to several patents and deployed systems. She is a member of the Australian Research Council (ARC) College of Experts. She has served as a Senior Area Chair / Area Chair of AAAI, WWW,
<span class="SpellE">NeurIPS</span>, and many other top-tier conferences in AI and ubiquitous computing. She is an Editor of IMWUT, Associate-Editor-in-Chief of IEEE Pervasive Computing, Associate Editor of ACM Transactions on Spatial Algorithms and Systems,
a Steering Committee member of ACM <span class="SpellE">UbiComp</span>, and an Associate of ELLIS Alicante.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin;color:black;mso-ansi-language:EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><i><span lang="EN-US" style="mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin;color:black;mso-ansi-language:EN-US">Location:
</span></i><span style="mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin"><a href="http://www.ida.liu.se/department/location/search.en.shtml?keyword=alan"><b><span lang="EN-US" style="color:#225785;mso-ansi-language:EN-US">Alan
Turing</span></b></a></span><b><span lang="EN-US" style="mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin;color:black;mso-ansi-language:EN-US"><o:p></o:p></span></b></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-ansi-language:EN-US"><o:p> </o:p></span></p>
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<p class="MsoNormal"><span lang="EN-US" style="mso-ansi-language:EN-US"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-ansi-language:EN-US">The list of future seminars in the series is available at:
</span><a href="http://www.ida.liu.se/research/machinelearning/seminars/" target="_BLANK2"><span lang="EN-US" style="mso-ansi-language:EN-US">http://www.ida.liu.se/research/machinelearning/seminars/</span></a><span lang="EN-US" style="mso-ansi-language:EN-US"><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-ansi-language:EN-US">You can subscribe to the seminar series' calendar using this
<span class="SpellE">ics</span> link: <a href="https://outlook.office365.com/owa/calendar/4d811ae47ce446f58d11a7c2f50a7ed8@ad.liu.se/0f5253d7bc7841248c71eb4c28eb2d668927992292494627279/calendar.ics" target="_BLANK2">
https://outlook.office365.com/owa/calendar/4d811ae47ce446f58d11a7c2f50a7ed8@ad.liu.se/0f5253d7bc7841248c71eb4c28eb2d668927992292494627279/calendar.ics</a><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-ansi-language:EN-US"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-ansi-language:EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-ansi-language:EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-ansi-language:EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;mso-ansi-language:EN-US"><o:p> </o:p></span></p>
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