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<h1 class="">LDAV 2021 – Large Data Analysis and Visualization<o:p class=""></o:p></h1>
<p class="MsoNormal"><span lang="EN-GB" style="font-size:12.0pt;mso-ansi-language:
EN-GB" class="">The 11<sup class="">th</sup> IEEE Symposium on Large Data Analysis and Visualization, held in conjunction with IEEE VIS 2021, October 25, 2021,
<b class="">virtual conference</b><o:p class=""></o:p></span></p>
<p class="MsoNormal"><span lang="EN-GB" class=""> </span></p>
<p class="MsoNormal"><a href="http://www.ldav.org/" class=""><span class="InternetLink"><u class=""><span style="font-size:12.0pt;mso-bidi-font-size:
11.0pt;text-underline:#386EFF;text-decoration:none;text-underline:none" class="">http://www.ldav.org/</span></u></span></a><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""><o:p class=""></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""> </span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">Contact:
</span><a href="mailto:papers@ldav.org" class=""><span style="font-size:12.0pt;
mso-bidi-font-size:11.0pt" class="">papers@ldav.org</span></a><span style="font-size:
12.0pt;mso-bidi-font-size:11.0pt" class=""> <o:p class=""></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""> </span></p>
<p class="MsoNormal"><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:
11.0pt;mso-ansi-language:EN-GB" class="">Data scales are increasing throughout scientific, business, and research contexts. Large-scale scientific simulations, observation
</span><span style="font-size:12.0pt;mso-bidi-font-size:
11.0pt" class="">technologies</span><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:
11.0pt;mso-ansi-language:EN-GB" class="">, sensor networks, and experiments are generating enormous
datasets, with some projects approaching the multiple exabyte range in the near term.<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:
11.0pt;mso-ansi-language:EN-GB" class=""> </span></p>
<p class="MsoNormal"><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:
11.0pt;mso-ansi-language:EN-GB" class="">Gaining insight from massive data is critical for disciplines such as climate science, nuclear physics, security, materials design,
transportation, urban planning, and so on. Business-critical decisions are made based on massive data in domains like social media, machine learning, software telemetry, and business intelligence. The tools and approaches needed to search, analyze, and visualize
data at extreme scales can be fully realized only from end-to-end solutions, and with collective, interdisciplinary efforts.</span><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""><o:p class=""></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""> </span></p>
<p class="MsoNormal"><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:
11.0pt;mso-ansi-language:EN-GB" class="">The 11<sup class="">th</sup> IEEE Large Scale Data Analysis and Visualization (LDAV) symposium, to be held in conjunction with IEEE
VIS 2021, is specifically targeting methodological innovation, algorithmic foundations, and possible end-to-end solutions. The LDAV symposium will bring together domain experts, data analysts, visualization researchers, and users to foster common ground for
solving both near- and long-term problems.<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""> </span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">Scope:<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:
11.0pt;mso-ansi-language:EN-GB" class="">We are looking for papers on a broad range of topics related to collection, analysis, manipulation, and visualization of large-scale
data. We are particularly interested in innovative approaches that combine information visualization, visual analytics, and scientific visualization.<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:
11.0pt;mso-ansi-language:EN-GB" class=""> </span></p>
<p class="MsoNormal"><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:
11.0pt;mso-ansi-language:EN-GB" class="">LDAV welcomes papers on techniques and algorithms, systems, application and design studies, empirical studies, state of the practice,
and position statements. </span><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">See the LDAV website for more details about topics. Please contact the paper chairs (</span><a href="mailto:papers@ldav.org" class=""><span style="font-size:12.0pt;mso-bidi-font-size:
11.0pt" class="">papers@ldav.org</span></a><span style="font-size:12.0pt;mso-bidi-font-size:
11.0pt" class="">)
with specific questions.<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""> </span></p>
<p class="MsoNormal"><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:
11.0pt;mso-ansi-language:EN-GB" class="">Representative topics include:<o:p class=""></o:p></span></p>
<p class="MsoListParagraphCxSpFirst" style="text-indent:-.25in;mso-list:l0 level1 lfo1">
<!--[if !supportLists]--><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:11.0pt;font-family:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-language:
EN-GB" class="">·<span style="font-stretch: normal; font-size: 7pt; line-height: normal; font-family: "Times New Roman";" class="">
</span></span><!--[endif]--><span lang="EN-GB" style="font-size:12.0pt;
mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">Distributed, parallel, and multi-threaded computation<o:p class=""></o:p></span></p>
<p class="MsoListParagraphCxSpMiddle" style="text-indent:-.25in;mso-list:l0 level1 lfo1">
<!--[if !supportLists]--><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:11.0pt;font-family:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-language:
EN-GB" class="">·<span style="font-stretch: normal; font-size: 7pt; line-height: normal; font-family: "Times New Roman";" class="">
</span></span><!--[endif]--><span lang="EN-GB" style="font-size:12.0pt;
mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">Streaming methods<o:p class=""></o:p></span></p>
<p class="MsoListParagraphCxSpMiddle" style="text-indent:-.25in;mso-list:l0 level1 lfo1">
<!--[if !supportLists]--><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:11.0pt;font-family:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-language:
EN-GB" class="">·<span style="font-stretch: normal; font-size: 7pt; line-height: normal; font-family: "Times New Roman";" class="">
</span></span><!--[endif]--><span lang="EN-GB" style="font-size:12.0pt;
mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">Innovative software solutions
<o:p class=""></o:p></span></p>
<p class="MsoListParagraphCxSpMiddle" style="text-indent:-.25in;mso-list:l0 level1 lfo1">
<!--[if !supportLists]--><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:11.0pt;font-family:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-language:
EN-GB" class="">·<span style="font-stretch: normal; font-size: 7pt; line-height: normal; font-family: "Times New Roman";" class="">
</span></span><!--[endif]--><span lang="EN-GB" style="font-size:12.0pt;
mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">Advanced hardware and GPU-based approaches
<o:p class=""></o:p></span></p>
<p class="MsoListParagraphCxSpMiddle" style="text-indent:-.25in;mso-list:l0 level1 lfo1">
<!--[if !supportLists]--><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:11.0pt;font-family:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-language:
EN-GB" class="">·<span style="font-stretch: normal; font-size: 7pt; line-height: normal; font-family: "Times New Roman";" class="">
</span></span><!--[endif]--><span lang="EN-GB" style="font-size:12.0pt;
mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">Hierarchical data storage, retrieval, processing, and rendering<o:p class=""></o:p></span></p>
<p class="MsoListParagraphCxSpMiddle" style="text-indent:-.25in;mso-list:l0 level1 lfo1">
<!--[if !supportLists]--><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:11.0pt;font-family:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-language:
EN-GB" class="">·<span style="font-stretch: normal; font-size: 7pt; line-height: normal; font-family: "Times New Roman";" class="">
</span></span><!--[endif]--><span lang="EN-GB" style="font-size:12.0pt;
mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">Sampling, approximate query processing, and progressive computation<o:p class=""></o:p></span></p>
<p class="MsoListParagraphCxSpMiddle" style="text-indent:-.25in;mso-list:l0 level1 lfo1">
<!--[if !supportLists]--><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt;font-family:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol" class="">·<span style="font-stretch: normal; font-size: 7pt; line-height: normal; font-family: "Times New Roman";" class="">
</span></span><!--[endif]--><span lang="EN-GB" style="font-size:12.0pt;
mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">Collection, management, and curation of massive datasets</span><span style="font-size:12.0pt;mso-bidi-font-size:
11.0pt" class=""><o:p class=""></o:p></span></p>
<p class="MsoListParagraphCxSpMiddle" style="text-indent:-.25in;mso-list:l0 level1 lfo1">
<!--[if !supportLists]--><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:11.0pt;font-family:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-language:
EN-GB" class="">·<span style="font-stretch: normal; font-size: 7pt; line-height: normal; font-family: "Times New Roman";" class="">
</span></span><!--[endif]--><span lang="EN-GB" style="font-size:12.0pt;
mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">Scalable visualization and exploration methods<o:p class=""></o:p></span></p>
<p class="MsoListParagraphCxSpMiddle" style="text-indent:-.25in;mso-list:l0 level1 lfo1">
<!--[if !supportLists]--><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:11.0pt;font-family:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-language:
EN-GB" class="">·<span style="font-stretch: normal; font-size: 7pt; line-height: normal; font-family: "Times New Roman";" class="">
</span></span><!--[endif]--><span lang="EN-GB" style="font-size:12.0pt;
mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">Ensemble data visualization and analysis<o:p class=""></o:p></span></p>
<p class="MsoListParagraphCxSpMiddle" style="text-indent:-.25in;mso-list:l0 level1 lfo1">
<!--[if !supportLists]--><span lang="EN-GB" style="font-size:12.0pt;mso-bidi-font-size:11.0pt;font-family:Symbol;
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EN-GB" class="">·<span style="font-stretch: normal; font-size: 7pt; line-height: normal; font-family: "Times New Roman";" class="">
</span></span><!--[endif]--><span lang="EN-GB" style="font-size:12.0pt;
mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">In-situ data analysis<o:p class=""></o:p></span></p>
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mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol" class="">·<span style="font-stretch: normal; font-size: 7pt; line-height: normal; font-family: "Times New Roman";" class="">
</span></span><!--[endif]--><span lang="EN-GB" style="font-size:12.0pt;
mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">Best practices for large data visualization</span><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""><o:p class=""></o:p></span></p>
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mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol" class="">·<span style="font-stretch: normal; font-size: 7pt; line-height: normal; font-family: "Times New Roman";" class="">
</span></span><!--[endif]--><span lang="EN-GB" style="font-size:12.0pt;
mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">End-to-end system solutions in a large data context</span><span style="font-size:12.0pt;mso-bidi-font-size:
11.0pt" class=""><o:p class=""></o:p></span></p>
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<a name="move508729398" class=""></a><!--[if !supportLists]--><span lang="EN-GB" style="font-size:
12.0pt;mso-bidi-font-size:11.0pt;font-family:Symbol;mso-fareast-font-family:
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</span></span><!--[endif]--><span lang="EN-GB" style="font-size:12.0pt;
mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">Industry solutions for big data analysis and visualization<o:p class=""></o:p></span></p>
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<!--[if !supportLists]--><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt;font-family:Symbol;
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</span></span><!--[endif]--><span lang="EN-GB" style="font-size:12.0pt;
mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">Collaboration or/and co-design of large data analysis with domain experts</span><a name="move5087280611" class=""></a><a name="move5087280911" class=""></a><span style="font-size:12.0pt;
mso-bidi-font-size:11.0pt" class=""><o:p class=""></o:p></span></p>
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</span></span><!--[endif]--><span lang="EN-GB" style="font-size:12.0pt;
mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">Cognitive issues specific to manipulating and understanding large data<o:p class=""></o:p></span></p>
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mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">Application case studies<o:p class=""></o:p></span></p>
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<a name="move5087293981" class=""></a><!--[if !supportLists]--><span lang="EN-GB" style="font-size:
12.0pt;mso-bidi-font-size:11.0pt;font-family:Symbol;mso-fareast-font-family:
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mso-bidi-font-size:11.0pt;mso-ansi-language:EN-GB" class="">New challenges in visualizing experimental, observational, or simulation data
<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""> </span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">As part of the review criteria, reviewers will be asked to assess whether the contribution is in scope for LDAV, i.e., whether it considers “large data.” Therefore, we strongly
encourage you to clearly identify the “large data” aspect you address. <o:p class="">
</o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""> <o:p class=""></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">For LDAV, we define large data to be data of size and complexity that require innovation to be processed and understood. With respect to size, the techniques for handling
this data require either using atypical hardware or specialized techniques that run on typical hardware. Examples of atypical hardware include supercomputers or novel hardware (such as a just-released GPU, an understudied device like a FPGA, or a high-resolution
display), with corresponding techniques including, for example, efficient parallelization. There are many examples of specialized techniques that enable typical hardware to operate effectively on large data; canonical examples including multi-resolution and
streaming techniques. With respect to complexity, techniques in scope for LDAV should be illuminating data sets that are considerably larger than typical for a given task, for example, but not restricted to: rendering, layout, analysis, etc. Finally, data
may be large relative to the resources available, and such examples are welcomed at LDAV. For example, novel techniques may be needed to visualize or analyze data on a Raspberry Pi or sensor network.<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""> </span></p>
<p class="MsoNormal"><b class=""><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">Submission Instructions:<o:p class=""></o:p></span></b></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">LDAV is accepting both
<b class="">full papers</b> and <b class="">short papers</b>. The manuscripts should be formatted according to
</span><a href="http://www.cs.sfu.ca/~vis/Tasks/camera.html" class=""><span class="InternetLink"><b class=""><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt;color:#0E73C0" class="">guidelines from IEEE VGTC</span></b></span></a><span style="font-size:12.0pt;mso-bidi-font-size:
11.0pt" class="">.
Submission of an abstract is required prior to submission of a paper or short paper.<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""> </span></p>
<p class="MsoNormal"><b class=""><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">Submission site note:</span></b><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""> Go to the
</span><a href="https://new.precisionconference.com/vgtc" class=""><span class="InternetLink"><b class=""><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt;
color:#0E73C0" class="">submission site</span></b></span></a><b class=""><span style="font-size:
12.0pt;mso-bidi-font-size:11.0pt;color:#0E73C0" class="">
</span></b><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">(<a name="OLE_LINK1" class=""></a><a name="OLE_LINK2" class=""></a><a name="__DdeLink__278_171723797" class="">https://new.precisionconference.com/vgtc</a>), log in, go to 'Submissions',
and select Society ‘VGTC’, Conference ‘LDAV 2021’, and Track ‘LDAV 2021 Papers’.<o:p class=""></o:p></span></p>
<p class="MsoNormal"><o:p class=""> </o:p></p>
<h2 class="">Full Papers<o:p class=""></o:p></h2>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">Full papers should have a maximum length of 9 pages with up to two (2) additional pages allowed for only references (maximum total of 11 pages). Full papers may make contributions
in techniques, systems, applications, evaluations, or theory. The contributions of full papers are reviewed based on their novelty, contribution, replicability, and evaluation.<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""> </span></p>
<h2 class="">Short Papers<o:p class=""></o:p></h2>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">Short papers should have a length of 4-5 pages in total. Short papers are a venue to report smaller contributions than full papers. Position papers and showcases of interesting
application of visualization are good topics for short papers. Technique, system, application, evaluation, or theory papers that have a smaller contribution than a full paper can also be submitted as a short paper.<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""> </span></p>
<h1 class="">Proceedings:<o:p class=""></o:p></h1>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">The proceedings of the symposium will be published together with the VIS proceedings and via the IEEE Xplore Digital Library.<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""> </span></p>
<h1 class="">Best Paper:<o:p class=""></o:p></h1>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">The LDAV Program Committee will present a Best Paper award to the authors whose submission is deemed the strongest according to the reviewing criteria. This award will be
announced in conjunction with VIS 2021.<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class=""> </span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">The Best Paper for LDAV will be published directly in IEEE Transactions on Visualization and Computer Graphics (TVCG). Further, other excellent papers will be encouraged
to submit journal versions of their work to TVCG (at least 30% new scientific/technical content), with reviewer continuity.<o:p class=""></o:p></span></p>
<h1 class="">Important Dates:<o:p class=""></o:p></h1>
<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">Please note: all deadlines are firm and no extensions will be granted.
<o:p class=""></o:p></span></p>
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<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">Abstract Deadline (firm):<o:p class=""></o:p></span></p>
</td>
<td width="264" style="width:198.35pt;border:none;border-bottom:solid #C1C1C1 1.0pt;
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<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">June 21, 2021, 11:59 PM (AOE)<o:p class=""></o:p></span></p>
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<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">Paper Submission (firm):<o:p class=""></o:p></span></p>
</td>
<td width="264" style="width:198.35pt;border:none;border-bottom:solid #C1C1C1 1.0pt;
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<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">June 25, 2021, 11:59 PM (AOE)<o:p class=""></o:p></span></p>
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<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">Author Notification:<o:p class=""></o:p></span></p>
</td>
<td width="264" style="width:198.35pt;border:none;border-bottom:solid #C1C1C1 1.0pt;
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<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">July 30, 2021<o:p class=""></o:p></span></p>
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<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">Camera-Ready Deadline:<o:p class=""></o:p></span></p>
</td>
<td width="264" style="width:198.35pt;border:none;border-bottom:solid #C1C1C1 1.0pt;
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<p class="MsoNormal"><span style="font-size:12.0pt;mso-bidi-font-size:11.0pt" class="">August 15, 2021<o:p class=""></o:p></span></p>
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<p class="MsoNormal"><o:p class=""> </o:p></p>
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