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    <p>-------- Forwarded Message --------</p>
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            <th valign="BASELINE" nowrap="nowrap" align="RIGHT">Subject:
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            <td>[DMANET] 2 Year Postdoc in Theoretical Computer Science
              at Liverpool</td>
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            <th valign="BASELINE" nowrap="nowrap" align="RIGHT">Date: </th>
            <td>Wed, 6 Sep 2023 10:26:54 +0100</td>
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            <th valign="BASELINE" nowrap="nowrap" align="RIGHT">From: </th>
            <td>Rahul Savani <a class="moz-txt-link-rfc2396E" href="mailto:rahul.savani@liverpool.ac.uk"><rahul.savani@liverpool.ac.uk></a></td>
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            <th valign="BASELINE" nowrap="nowrap" align="RIGHT">To: </th>
            <td><a class="moz-txt-link-abbreviated" href="mailto:dmanet@zpr.uni-koeln.de">dmanet@zpr.uni-koeln.de</a></td>
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      <br>
      <br>
      We are seeking candidates for a two-year postdoctoral research
      position<br>
      funded by the EPSRC project "New Techniques for Resolving Boundary
      Problems<br>
      in Total Search".<br>
      <br>
      The project is led by John Fearnley
      (<a class="moz-txt-link-freetext" href="https://cgi.csc.liv.ac.uk/~john/">https://cgi.csc.liv.ac.uk/~john/</a> and<br>
      Rahul Savani (<a class="moz-txt-link-freetext" href="http://www.csc.liv.ac.uk/~rahul">http://www.csc.liv.ac.uk/~rahul</a> and the position
      will run<br>
      for two years starting from the 1st of January 2024.<br>
      <br>
      The project explores new techniques for showing hardness in TFNP,
      following<br>
      on from the STOC 2021 best paper "The complexity of gradient
      descent: CLS =<br>
      PPAD ∩ PLS". The project particularly focuses on the complexity
      class CLS,<br>
      which contains problems from a wide variety of disciplines,
      including:<br>
      <br>
      * Algorithmic Game Theory (eg. Network congestion games, Network<br>
      coordination games, Shapley stochastic games)<br>
      * Formal Verification (eg. Tarski fixed points, Contraction map
      fixed<br>
      points, Unique sink orientations, Simple-stochastic games)<br>
      * Optimization and Machine Learning (eg. finding KKT points of<br>
      polynomials, gradient descent in a neural network)<br>
      <br>
      An ideal candidate will have a strong research background in at
      least one<br>
      of the three areas listed above. That candidate will also have, or
      be close<br>
      to completing, a PhD in Computer Science or a related area.<br>
      <br>
      Informal enquiries are welcome, and should be directed to<br>
      <a class="moz-txt-link-abbreviated" href="mailto:john.fearnley@liverpool.ac.uk">john.fearnley@liverpool.ac.uk</a>.<br>
      <br>
      The application form can be found here: <a class="moz-txt-link-freetext" href="https://bit.ly/064806">https://bit.ly/064806</a>><br>
      <br>
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