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<span style="color: rgb(0, 0, 0); font-family: Calibri, Helvetica, sans-serif; font-size: 12pt;">Dear All,</span><br>
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<div style="margin:0px"><span style="margin:0px">Please find below the invitation to contribute to the </span><span style="margin:0px"><b>3rd Workshop and Competition on Affective Behavior Analysis in-the-wild (ABAW</b></span><span style="margin:0px">) to be
held in conjunction with</span><span style="margin:0px; text-align:justify"> t</span><span style="margin: 0px; text-align: justify; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt;">he</span><span style="margin: 0px; text-align: left; list-style: none; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt;"> </span><span style="color: rgb(34, 34, 34); font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; text-align: justify; display: inline !important;">IEEE
International Conference on Computer Vision and Pattern Recognition (CVPR), 2022.</span><span style="margin:0px; text-align:left; list-style:none"></span></div>
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<div style="margin:0px"><span style="margin:0px"> </span></div>
<div style="margin:0px"><span style="margin:0px">(1): The<span style="margin:0px"> </span></span><span style="margin:0px"><i><b>Competition</b></i></span><span style="margin:0px"><span style="margin:0px"> </span>is split into<span style="margin:0px"> </span></span><span style="margin:0px"><b>four
Challenges</b></span><span style="margin:0px">, which are based on Aff-Wild2 database (or a static version of it), which is the first comprehensive benchmark annotated for different affective tasks (dimensional and categorical ones). The four Challenges are:</span></div>
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<li><span style="margin:0px"><u>Valence-Arousal Estimation Challenge</u></span><span style="margin:0px"><u><br>
</u></span></li><li><span style="margin:0px"><u>Expression Classification Challenge</u></span></li><li><span style="margin:0px"><u>Action Unit Detection Challenge</u></span></li><li><u>Multi-Task-Learning Challenge</u></li></ul>
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<div style="margin:0px"><span style="margin:0px"><i>Aff-Wild2 is an audiovisual in-the-wild database of 564 videos of around 2.8M frames.</i></span></div>
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<div style="margin:0px"><span style="margin:0px">Participants are invited to participate in at least one of these Challenges.</span></div>
<div style="margin:0px"><span style="margin:0px">There will be one winner per Challenge; t<em style="margin: 0px; font-family: Arial, sans-serif; font-size: 12px; line-height: 1em; list-style: none; text-align: left; color: rgb(34, 34, 34);"><span style="margin: 0px; font-size: 12pt; font-weight: normal; font-style: normal; font-family: Calibri, Helvetica, sans-serif; line-height: normal;">he
top-3 performing teams of each Challenge will have to contribute paper(s) describing their approach, methodology and results to our Workshop</span></em><span style="color: rgb(34, 34, 34); font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; text-align: justify; display: inline !important;">;
<i>the accepted papers will be part of the CVPR 2022 proceedings;</i> all other teams are also encouraged to submit paper(s) describing their solutions and final results; the accepted papers will be part of the CVPR 2022 proceedings.</span></span></div>
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<div style="margin:0px"><span style="margin:0px">More information about the Competition can be found<span style="margin:0px"> <a href="https://ibug.doc.ic.ac.uk/resources/cvpr-2022-3rd-abaw/" title="https://ibug.doc.ic.ac.uk/resources/cvpr-2022-3rd-abaw/">here</a></span></span><span style="margin:0px">.</span></div>
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<div style="margin:0px"><span style="margin:0px"><b>Important Dates</b></span><span style="margin:0px">:</span></div>
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<li><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="margin:0px">Call for participation announced, team registration begins, data available: </em></span></li></ul>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="text-align:left; margin:0px">20 January, 2022</em></span></p>
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<li><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="margin:0px">Final submission deadline:</em></span></li></ul>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">16 March, 2022</span></p>
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<li><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="margin:0px">Winners Announcement: </em></span></li></ul>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="text-align:left; margin:0px">18 March, 2022</em></span></p>
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<li><span style="margin:0px"><i><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">Final paper submission deadline</span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><span style="margin:0px">:
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="text-align:left; margin:0px">25 March, 2022</em></span></p>
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<li><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="margin:0px">Review decisions sent to authors; Notification of acceptance: </em></span></li></ul>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="text-align:left; margin:0px"> 1 April, 2022</em></span></p>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="text-align:left; margin:0px"> 8 April, 2022</em></span></p>
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<div style="margin:0px"><span style="margin:0px"><b>Chairs</b></span><span style="margin:0px">:</span></div>
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<span style="margin:0px;font-size:12pt;line-height:normal;font-family:Calibri, Helvetica, sans-serif;color:black">Dimitrios Kollias, Queen Mary University of London, UK</span><span style="margin:0px;font-weight:normal;font-size:12pt;line-height:normal;font-family:Calibri, Helvetica, sans-serif;color:black;text-align:left">
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">Stefanos Zafeiriou, Imperial College London, UK </span></p>
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<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left"></span><span style="margin:0px; font-weight:normal; font-size:1em; line-height:1em; text-align:left"><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><span style="margin: 0px; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal; list-style: none; color: rgb(34, 34, 34);">Viktoriia
Sharmanska</span><span style="color: rgb(34, 34, 34); font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; text-align: justify; display: inline !important;">, University of Sussex, UK </span><span style="color:rgb(34, 34, 34);font-family:Arial, sans-serif;font-size:12px;text-align:justify;display:inline !important"><span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt;"> </span></span></span><span style="margin:0px"><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">
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<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">Elnar Hajiyev</span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">, Realeyes -
Emotional Intelligence </span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><span style="margin:0px"> </span> </span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"> </span></p>
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<div style="margin:0px"><span style="margin:0px">(2): The<span style="margin:0px"> </span></span><span style="margin:0px"><b>Workshop</b></span><span style="margin:0px; font-weight:normal"> solicits contributions on</span><span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; text-align: justify;"> the
recent progress of recognition, analysis, generation and modelling of face, body, and gesture, while embracing the most advanced systems available for face and gesture analysis, particularly, in-the-wild (i.e., in unconstrained environments) and across modalities
like face to voice. In parallel, this Workshop will solicit contributions towards building fair models that perform well on all subgroups and improve in-the-wild generalisation.</span></div>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;"> </span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">Original high-quality contributions, including:</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;"> </span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">- databases or</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">- surveys and comparative studies or</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">- Artificial Intelligence / Machine Learning / Deep Learning / AutoML / (Data-driven or physics-based) Generative</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">Modelling Methodologies (either Uni-Modal or Multi-Modal; Uni-Task or Multi-Task ones)</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;"> </span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">are solicited on the following topics:</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;"> </span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">i) "in-the-wild" facial expression or micro-expression analysis,</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">ii) "in-the-wild" facial action unit detection,</span></p>
<p style="margin:0px 0px 5px;font-family:Arial, sans-serif;font-size:12px;line-height:1.4em;list-style:none;text-align:justify;color:rgb(34, 34, 34)">
<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">iii) "in-the-wild" valence-arousal estimation,</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">iv) "in-the-wild" physiological-based (e.g.,EEG, EDA) affect analysis,</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">v) domain adaptation for affect recognition in the previous 4 cases</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">vi) "in-the-wild" face recognition, detection or tracking,</span></p>
<p style="margin:0px 0px 5px;font-family:Arial, sans-serif;font-size:12px;line-height:1.4em;list-style:none;text-align:justify;color:rgb(34, 34, 34)">
<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">vii) "in-the-wild" body recognition, detection or tracking,</span></p>
<p style="margin:0px 0px 5px;font-family:Arial, sans-serif;font-size:12px;line-height:1.4em;list-style:none;text-align:justify;color:rgb(34, 34, 34)">
<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">viii) "in-the-wild" gesture recognition or detection,</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">ix) "in-the-wild" pose estimation or tracking,</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">x) "in-the-wild" activity recognition or tracking,</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">xi) "in-the-wild" lip reading and voice understanding,</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">xii) "in-the-wild" face and body characterization (e.g., behavioral understanding),</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">xiii) "in-the-wild" characteristic analysis (e.g., gait, age, gender, ethnicity recognition),</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">xiv) "in-the-wild" group understanding via social cues (e.g., kinship, non-blood relationships, personality) </span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">xv) subgroup distribution shift analysis in affect recognition</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">xvi) subgroup distribution shift analysis in face and body behaviour</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">xvii) subgroup distribution shift analysis in characteristic analysis</span></p>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">Accepted workshop papers will appear at </span><span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">CVPR </span><span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">2022</span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"> </span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">proceedings.</span></p>
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<div style="margin:0px"><span style="margin:0px"><em style="list-style:none; margin:0px">Paper Submission Deadline: </em></span><span style="margin:0px"> 25 March, 2022</span><br>
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<div style="margin:0px"><span style="margin:0px"><em style="list-style:none; margin:0px"><em style="margin:0px">Review decisions sent to authors; Notification of acceptance</em></em></span><span style="margin:0px"><em style="list-style:none; margin:0px">:
</em></span><span style="margin:0px">1 April, 2022</span><br>
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<div style="margin:0px"><span style="margin:0px"><em style="list-style:none; margin:0px">Camera ready version</em></span><span style="margin:0px"> 8 April, 2022</span></div>
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<span style="margin:0px"> </span>
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<span style="margin:0px; background-color:white"><span style="margin:0px"><b>Chairs</b></span><span style="margin:0px">:</span></span>
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<span style="margin:0px;font-size:12pt;line-height:normal;font-family:Calibri, Helvetica, sans-serif;color:black">Dimitrios Kollias, Queen Mary University of London, UK</span><span style="margin:0px;font-weight:normal;font-size:12pt;line-height:normal;font-family:Calibri, Helvetica, sans-serif;color:black;text-align:left">
</span><span style="margin:0px;font-size:12pt;line-height:normal;font-family:Calibri, Helvetica, sans-serif;color:black"> </span></p>
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<span style="margin:0px;font-size:12pt;line-height:normal;font-family:Calibri, Helvetica, sans-serif;color:black">Stefanos Zafeiriou, Imperial College London, UK </span></p>
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<span style="margin:0px;font-weight:normal;font-size:12pt;line-height:normal;font-family:Calibri, Helvetica, sans-serif;color:black;text-align:left"></span><span style="margin:0px;font-weight:normal;font-size:1em;line-height:1em;text-align:left"><span style="margin:0px;font-size:12pt;line-height:normal;font-family:Calibri, Helvetica, sans-serif;color:black"><span style="margin:0px;color:rgb(34, 34, 34)">Viktoriia
Sharmanska</span><span style="margin:0px;color:rgb(34, 34, 34);text-align:justify;display:inline !important">, University of Sussex, UK </span><span style="margin:0px;font-size:12px;font-family:Arial, sans-serif;color:rgb(34, 34, 34);text-align:justify;display:inline !important"><span style="margin:0px;font-size:12pt;font-family:Calibri, Helvetica, sans-serif"> </span></span></span><span style="margin:0px"><span style="margin:0px;font-size:12pt;line-height:normal;font-family:Calibri, Helvetica, sans-serif;color:black">
</span></span></span></div>
<p style="background-color:rgb(255, 255, 255);margin:0px 0px 5px;color:rgb(34, 34, 34);font-size:12px;font-family:Arial, sans-serif;list-style:none;line-height:1.4em">
<span style="margin:0px;font-weight:normal;font-size:12pt;line-height:normal;font-family:Calibri, Helvetica, sans-serif;color:black;text-align:left">Elnar Hajiyev</span><span style="margin:0px;font-size:12pt;line-height:normal;font-family:Calibri, Helvetica, sans-serif;color:black">, Realeyes -
Emotional Intelligence </span><span style="margin:0px;font-size:12pt;line-height:normal;font-family:Calibri, Helvetica, sans-serif;color:black"><span style="margin:0px"> </span> </span><span style="margin:0px;font-size:12pt;line-height:normal;font-family:Calibri, Helvetica, sans-serif;color:black"> </span></p>
<div style="margin:0px; font-size:12pt; color:black"><span style="color: black; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; text-align: justify; line-height: normal;"></span><span style="color: black; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; text-align: justify; line-height: normal;"> </span></div>
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<div style="margin:0px"><span style="margin:0px">In case of any queries, please contact
<a href="mailto:d.kollias@qmul.ac.uk" title="d.kollias@qmul.ac.uk ">d.kollias@qmul.ac.uk</a></span></div>
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<div style="margin:0px"><span style="margin:0px">Kind Regards,</span></div>
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<div style="margin:0px"><span style="margin:0px">Dimitrios Kollias,</span></div>
<span style="margin:0px"><span style="margin:0px">on behalf of the organising committee</span></span></div>
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<span style="margin:0px"><span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif; background-color:white">====================================</span><span style="margin:0px; font-size:small; font-family:Calibri,Arial,Helvetica,sans-serif; background-color:white"><span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif">===============<span style="margin:0px; background-color:white">=</span><span style="margin:0px">===============</span><span style="margin:0px; background-color:white">=</span><span style="margin:0px">===<span style="margin:0px; background-color:white">=</span></span></span></span><br>
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<span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif">Dr Dimitrios Kollias</span></p>
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<span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif"></span><span style="margin:0px"><span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif; color:rgb(51,51,51); text-align:center; background-color:white">Lecturer
(equivalent to Assistant Professor) in Artificial Intelligence</span></span></p>
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<span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif">School of EECS</span></p>
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<span style="margin:0px"><span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif; background-color:rgb(255,255,255); display:inline!important">Queen Mary University of London</span><br>
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