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diff --git a/content/#main.md# b/content/#main.md#
diff --git a/content/concentration.md b/content/concentration.md
@@ -63,7 +63,7 @@ achieved by robust models.
 
 ### Papers
 
-<a href="https://www.cs.virginia.edu/~sm5fd/">Saeed Mahloujifar</a><sup><font size="-2">&#9733;</font></sup>, <a href="https://www.people.virginia.edu/~xz7bc/">Xiao Zhang</a><sup><font size="-2">&#9733;</font></sup>, <a href="https://www.cs.virginia.edu/~mohammad/">Mohamood Mahmoody</a> and <a href="https://www.cs.virginia.edu/evans/">David Evans</a>. [_Empirically Measuring Concentration: Fundamental Limits on Intrinsic Robustness_](/docs/empirically-measuring-concentration.pdf). In [_NeurIPS 2019_](https://nips.cc/Conferences/2019/) (_spotlight presentation_). Vancouver, December 2019. [[PDF](/docs/empirically-measuring-concentration.pdf)] [[arXiv](https://arxiv.org/abs/1905.12202)] 
+<a href="https://www.cs.virginia.edu/~sm5fd/">Saeed Mahloujifar</a><sup><font size="-2">&#9733;</font></sup>, <a href="https://www.people.virginia.edu/~xz7bc/">Xiao Zhang</a><sup><font size="-2">&#9733;</font></sup>, <a href="https://www.cs.virginia.edu/~mohammad/">Mohamood Mahmoody</a> and <a href="https://www.cs.virginia.edu/evans/">David Evans</a>. [_Empirically Measuring Concentration: Fundamental Limits on Intrinsic Robustness_](/docs/empirically-measuring-concentration.pdf). In [_NeurIPS 2019_](https://nips.cc/Conferences/2019/) ([_spotlight presentation_](https://nips.cc/Conferences/2019/ScheduleMultitrack?event=15792)). Vancouver, December 2019. [[PDF](/docs/empirically-measuring-concentration.pdf)] [[arXiv](https://arxiv.org/abs/1905.12202)] 
 
 Preliminary version presented at <a
 href="https://sites.google.com/view/safeml-iclr2019">Safe Machine

diff --git a/public/concentration/index.html b/public/concentration/index.html
@@ -189,7 +189,7 @@ <h2 id="estimating-the-intrinsic-robustness-for-image-benchmarks">Estimating the
 
 <h3 id="papers">Papers</h3>
 
-<p><a href="https://www.cs.virginia.edu/~sm5fd/">Saeed Mahloujifar</a><sup><font size="-2">&#9733;</font></sup>, <a href="https://www.people.virginia.edu/~xz7bc/">Xiao Zhang</a><sup><font size="-2">&#9733;</font></sup>, <a href="https://www.cs.virginia.edu/~mohammad/">Mohamood Mahmoody</a> and <a href="https://www.cs.virginia.edu/evans/">David Evans</a>. <a href="/docs/empirically-measuring-concentration.pdf"><em>Empirically Measuring Concentration: Fundamental Limits on Intrinsic Robustness</em></a>. In <a href="https://nips.cc/Conferences/2019/"><em>NeurIPS 2019</em></a> (<em>spotlight presentation</em>). Vancouver, December 2019. [<a href="/docs/empirically-measuring-concentration.pdf">PDF</a>] [<a href="https://arxiv.org/abs/1905.12202">arXiv</a>]</p>
+<p><a href="https://www.cs.virginia.edu/~sm5fd/">Saeed Mahloujifar</a><sup><font size="-2">&#9733;</font></sup>, <a href="https://www.people.virginia.edu/~xz7bc/">Xiao Zhang</a><sup><font size="-2">&#9733;</font></sup>, <a href="https://www.cs.virginia.edu/~mohammad/">Mohamood Mahmoody</a> and <a href="https://www.cs.virginia.edu/evans/">David Evans</a>. <a href="/docs/empirically-measuring-concentration.pdf"><em>Empirically Measuring Concentration: Fundamental Limits on Intrinsic Robustness</em></a>. In <a href="https://nips.cc/Conferences/2019/"><em>NeurIPS 2019</em></a> (<a href="https://nips.cc/Conferences/2019/ScheduleMultitrack?event=15792"><em>spotlight presentation</em></a>). Vancouver, December 2019. [<a href="/docs/empirically-measuring-concentration.pdf">PDF</a>] [<a href="https://arxiv.org/abs/1905.12202">arXiv</a>]</p>
 
 <p>Preliminary version presented at <a
 href="https://sites.google.com/view/safeml-iclr2019">Safe Machine

diff --git a/public/index.xml b/public/index.xml
@@ -154,7 +154,7 @@ achieved by robust models.&lt;/p&gt;
 
 &lt;h3 id=&#34;papers&#34;&gt;Papers&lt;/h3&gt;
 
-&lt;p&gt;&lt;a href=&#34;https://www.cs.virginia.edu/~sm5fd/&#34;&gt;Saeed Mahloujifar&lt;/a&gt;&lt;sup&gt;&lt;font size=&#34;-2&#34;&gt;&amp;#9733;&lt;/font&gt;&lt;/sup&gt;, &lt;a href=&#34;https://www.people.virginia.edu/~xz7bc/&#34;&gt;Xiao Zhang&lt;/a&gt;&lt;sup&gt;&lt;font size=&#34;-2&#34;&gt;&amp;#9733;&lt;/font&gt;&lt;/sup&gt;, &lt;a href=&#34;https://www.cs.virginia.edu/~mohammad/&#34;&gt;Mohamood Mahmoody&lt;/a&gt; and &lt;a href=&#34;https://www.cs.virginia.edu/evans/&#34;&gt;David Evans&lt;/a&gt;. &lt;a href=&#34;//evademl.org/docs/empirically-measuring-concentration.pdf&#34;&gt;&lt;em&gt;Empirically Measuring Concentration: Fundamental Limits on Intrinsic Robustness&lt;/em&gt;&lt;/a&gt;. In &lt;a href=&#34;https://nips.cc/Conferences/2019/&#34;&gt;&lt;em&gt;NeurIPS 2019&lt;/em&gt;&lt;/a&gt; (&lt;em&gt;spotlight presentation&lt;/em&gt;). Vancouver, December 2019. [&lt;a href=&#34;//evademl.org/docs/empirically-measuring-concentration.pdf&#34;&gt;PDF&lt;/a&gt;] [&lt;a href=&#34;https://arxiv.org/abs/1905.12202&#34;&gt;arXiv&lt;/a&gt;]&lt;/p&gt;
+&lt;p&gt;&lt;a href=&#34;https://www.cs.virginia.edu/~sm5fd/&#34;&gt;Saeed Mahloujifar&lt;/a&gt;&lt;sup&gt;&lt;font size=&#34;-2&#34;&gt;&amp;#9733;&lt;/font&gt;&lt;/sup&gt;, &lt;a href=&#34;https://www.people.virginia.edu/~xz7bc/&#34;&gt;Xiao Zhang&lt;/a&gt;&lt;sup&gt;&lt;font size=&#34;-2&#34;&gt;&amp;#9733;&lt;/font&gt;&lt;/sup&gt;, &lt;a href=&#34;https://www.cs.virginia.edu/~mohammad/&#34;&gt;Mohamood Mahmoody&lt;/a&gt; and &lt;a href=&#34;https://www.cs.virginia.edu/evans/&#34;&gt;David Evans&lt;/a&gt;. &lt;a href=&#34;//evademl.org/docs/empirically-measuring-concentration.pdf&#34;&gt;&lt;em&gt;Empirically Measuring Concentration: Fundamental Limits on Intrinsic Robustness&lt;/em&gt;&lt;/a&gt;. In &lt;a href=&#34;https://nips.cc/Conferences/2019/&#34;&gt;&lt;em&gt;NeurIPS 2019&lt;/em&gt;&lt;/a&gt; (&lt;a href=&#34;https://nips.cc/Conferences/2019/ScheduleMultitrack?event=15792&#34;&gt;&lt;em&gt;spotlight presentation&lt;/em&gt;&lt;/a&gt;). Vancouver, December 2019. [&lt;a href=&#34;//evademl.org/docs/empirically-measuring-concentration.pdf&#34;&gt;PDF&lt;/a&gt;] [&lt;a href=&#34;https://arxiv.org/abs/1905.12202&#34;&gt;arXiv&lt;/a&gt;]&lt;/p&gt;
 
 &lt;p&gt;Preliminary version presented at &lt;a
 href=&#34;https://sites.google.com/view/safeml-iclr2019&#34;&gt;Safe Machine