update jc

teaching/journal-club/index.md

@@ -8,18 +8,23 @@ The _Research Seminar: Advanced Machine Learning_ is a weekly reading group. The
 
 **Contact** Peter Lippmann (peter.lippmann [at] iwr.uni-heidelberg.de) for further details.  
 
-Next Seminar: 20.01.2025 in INF 205, SR 4.300 starting at 11:00am  
+Next Seminar: 27.01.2025 in INF 205, SR 4.300 starting at 11:00am  
 **Paper to be discussed:**
 
-**Accurate predictions on small data with a tabular foundation model**  
-*Noah Hollmann, Samuel Müller, Lennart Purucker, Arjun Krishnakumar, Max Körfer, Shi Bin Hoo, Robin Tibor Schirrmeister, Frank Hutter*  
-https://www.nature.com/articles/s41586-024-08328-6
+**Cautious Optimizers: Improving Training with One Line of Code**  
+*Kaizhao Liang, Lizhang Chen, Bo Liu, Qiang Liu*  
+https://arxiv.org/abs/2411.16085
 
 
 ---
 
 **Recently discussed papers:**
 
+20.01.2025  
+**Accurate predictions on small data with a tabular foundation model**  
+*Noah Hollmann, Samuel Müller, Lennart Purucker, Arjun Krishnakumar, Max Körfer, Shi Bin Hoo, Robin Tibor Schirrmeister, Frank Hutter*  
+https://www.nature.com/articles/s41586-024-08328-6
+
 13.01.2025  
 **Normalizing Flows are Capable Generative Models**  
 *Shuangfei Zhai, Ruixiang Zhang, Preetum Nakkiran et al.*