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 <div class="blurb">
        <h1>Hi, I'm Wang Shida(汪铈达).</h1>
-       <p> I'm a fourth-year Ph.D. candidate at math department, National University of Singapore (NUS). <br>
+       <p> I'm a final year Ph.D. candidate at math department, National University of Singapore (NUS). <br>
               I'm fortunate to be advised by Professor <a href="https://blog.nus.edu.sg/qianxiaoli/">Li Qianxiao</a>.
               Before that, I studied applied math at Fudan University. <br>
               My research interests are about sequence modelling in machine learning, language models and nonlinear systems. </p>
 
        <p><em>Educational Background</em>: <br>
-              Ph.D. in Mathematics, National University of Singapore, Singapore, 2020-now<br>
+              Ph.D. in Mathematics, National University of Singapore, Singapore, 2020-2024<br>
               B.S. in Mathematics, Fudan University, Shanghai, China, 2016-2020</p>
 
        <p><em>Published</em>: <br>
@@ -27,7 +27,7 @@ <h1>Hi, I'm Wang Shida(汪铈达).</h1>
        <p><em>Manuscripts</em>: <br>
               <a href="https://arxiv.org/abs/2406.02080">1. LongSSM: On the Length Extension of State-space Models in Language Modelling (ICML 2024 NGSM workshop) </a><br>
               <a href="https://arxiv.org/abs/2307.11462">2. Improve Long-term Memory Learning Through Rescaling the Error Temporally </a><br>
-              <a href="https://arxiv.org/abs/2308.08222">3. HyperSNN: A new efficient and robust deep learning model for resource constrained control applications (Submitted) </a><br>
+              <a href="https://arxiv.org/abs/2308.08222">3. HyperSNN: A new efficient and robust deep learning model for resource constrained control applications </a><br>
        </p>
 
        <p><em>Internships</em>:<br>