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-      <td style="vertical-align: middle;">MICRO 2024 Workshop - Leveraging the IRON AI Engine API to program the Ryzne AI NPU</td>
-      <td style="vertical-align: middle;"><a href="https://www.amd.com/content/dam/amd/en/documents/products/processors/ryzen/ai/20241103_IRONforRyzenAI_tutorial_MICRO2024.pdf"><img src="https://xilinx.github.io/xup_aie_training/images/pdf.png" alt="alt text" /></a></td>
+      <td style="vertical-align: middle;">MICRO 2024 Workshop - Leveraging the IRON AI Engine API to program the Ryzen AI NPU</td>
+      <td style="vertical-align: middle;"><a href="https://www.amd.com/content/dam/amd/en/documents/products/processors/ryzen/ai/iron-for-ryzen-ai-tutorial-micro-2024.pdf"><img src="https://xilinx.github.io/xup_aie_training/images/pdf.png" alt="alt text" /></a></td>
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       <td style="vertical-align: middle;">ASPLOS 2024 Workshop - Spatial Computing with AIR for Ryzen™ AI</td>