Update paper link to arxiv

app.py

@@ -472,7 +472,7 @@ with gr.Blocks(
         Using MEG phase-locking patterns from 21 subjects as control geometry.</div>
         <div style="color: #999; font-size: 13px; margin-top: 16px;">Sandro Andric</div>
         <div style="color: #999; font-size: 11px; margin-top: 8px;">Demo model: TinyLlama-1.1B-Chat</div>
-        <div style="margin-top: 12px;"><a href="https://www.researchgate.net/publication/398949796_Brain-Grounded_Axes_for_Reading_and_Steering_LLM_States" style="color: #666; font-size: 12px;">📄 Read our latest research on brain-LLM alignment</a></div>
+        <div style="margin-top: 12px;"><a href="https://arxiv.org/abs/2512.19399" style="color: #666; font-size: 12px;">📄 Read our latest research on brain-LLM alignment</a></div>
     </div>
     """)