diff --git a/homeworks/hw1/README.md b/homeworks/hw1/README.md
index e4165d6..094cab5 100644
--- a/homeworks/hw1/README.md
+++ b/homeworks/hw1/README.md
@@ -2,8 +2,8 @@
 
 **Due February 11, 11:59pm on Gradescope**
 
-In this homework, you will implement and train a variety of different autoregressive models, such as MADE and PixelCNN. The homework consists of two components: 
+In this homework, you will implement and train a variety of different autoregressive models, such as MADE and PixelCNN. The homework consists of two components:
 * `hw1_notebook.ipynb` : Contains all of the coding questions, and will automatically generate and display results for you after completing each question. You will submit the notebook to Gradescope after completing the homework. Open it on Colab by clicking on the file, and then "Open in Colab" at the top. **Submit a PDF version of the notebook to the code (Print -> Preview -> Save) on Gradescope in the assignment with (code)**
-* `hw1_latex` :  Contains LaTeX files and figures needed to generate your PDF submission to Gradescope. Copy the images saved from the notebook into the `figures/` folder.  **Submit the Latex PDF in the assignment with (PDF)**
+* `hw1_latex` :  Contains LaTeX files and figures needed to generate your PDF submission to Gradescope. Copy the images saved from the notebook into the `figures/` folder and fill out the empty test losses.  **Submit the Latex PDF in the assignment with (PDF)**
 
 You can open the notebook in Google Colab to get access to a free GPU, or you can link Colab to a local runtime to run it on your own GPU.  
diff --git a/homeworks/hw1/hw1_latex/main.tex b/homeworks/hw1/hw1_latex/main.tex
index 4e69f78..d72b936 100644
--- a/homeworks/hw1/hw1_latex/main.tex
+++ b/homeworks/hw1/hw1_latex/main.tex
@@ -69,7 +69,7 @@
         \caption{Dataset 1: Learned distribution}
     \end{subfigure}
 \end{figure}
-Final test loss for dataset 2: 0.0000  nats / dim
+Final test loss for dataset 2: \textcolor{red}{FILL IN HERE}  nats / dim
 \begin{figure}[H]
     \centering
     \begin{subfigure}{0.45\textwidth}
@@ -103,7 +103,7 @@
         \caption{Dataset 1: Learned distribution}
     \end{subfigure}
 \end{figure}
-Final test loss for dataset 2: 0.0000  nats / dim
+Final test loss for dataset 2: \textcolor{red}{FILL IN HERE}  nats / dim
 \begin{figure}[H]
     \centering
     \begin{subfigure}{0.45\textwidth}
@@ -150,7 +150,7 @@
         \caption{Dataset 1: Learned distribution}
     \end{subfigure}
 \end{figure}
-Final test loss for dataset 2: 0.0000  nats / dim
+Final test loss for dataset 2: \textcolor{red}{FILL IN HERE}  nats / dim
 \begin{figure}[H]
     \centering
     \begin{subfigure}{0.45\textwidth}
@@ -183,7 +183,7 @@
         \caption{Dataset 1: Samples}
     \end{subfigure}
 \end{figure}
-Final test loss for dataset 2: 0.0000  nats / dim
+Final test loss for dataset 2: \textcolor{red}{FILL IN HERE}  nats / dim
 \begin{figure}[H]
     \centering
     \begin{subfigure}{0.45\textwidth}
@@ -227,7 +227,7 @@
         \caption{Dataset 1: Samples}
     \end{subfigure}
 \end{figure}
-Final test loss for dataset 2: 0.0000  nats / dim
+Final test loss for dataset 2: \textcolor{red}{FILL IN HERE}  nats / dim
 \begin{figure}[H]
     \centering
     \begin{subfigure}{0.45\textwidth}
@@ -261,7 +261,7 @@
         \caption{Dataset 1: Samples}
     \end{subfigure}
 \end{figure}
-Final test loss for dataset 2: 0.0000  nats / dim
+Final test loss for dataset 2: \textcolor{red}{FILL IN HERE}  nats / dim
 \begin{figure}[H]
     \centering
     \begin{subfigure}{0.45\textwidth}
@@ -295,7 +295,7 @@
         \caption{Dataset 1: Samples}
     \end{subfigure}
 \end{figure}
-Final test loss for dataset 2: 0.0000  nats / dim
+Final test loss for dataset 2: \textcolor{red}{FILL IN HERE}  nats / dim
 \begin{figure}[H]
     \centering
     \begin{subfigure}{0.45\textwidth}
@@ -329,7 +329,7 @@
         \caption{Dataset 1: Samples}
     \end{subfigure}
 \end{figure}
-Final test loss for dataset 2: 0.0000  nats / dim
+Final test loss for dataset 2: \textcolor{red}{FILL IN HERE}  nats / dim
 \begin{figure}[H]
     \centering
     \begin{subfigure}{0.45\textwidth}
@@ -352,7 +352,7 @@
 \begin{enumerate}
 
 \item {\bf [10pt] Gated PixelCNN} \\\\
-Final test loss: 0.0000  nats / dim
+Final test loss: \textcolor{red}{FILL IN HERE}  nats / dim
 \begin{figure}[H]
     \centering
     \begin{subfigure}{0.45\textwidth}
@@ -370,7 +370,7 @@
 
 \newpage
 \item {\bf [10pt] Grayscale PixelCNN} \\\\
-Final test loss: 0.0000  nats / dim
+Final test loss: \textcolor{red}{FILL IN HERE}  nats / dim
 \begin{figure}[H]
     \centering
     \begin{subfigure}{0.45\textwidth}
@@ -387,7 +387,7 @@
 \end{figure}
 \newpage
 \item {\bf [10pt] Parallel Multiscale PixelCNN} \\\\
-Final test loss: 0.0000  nats / dim
+Final test loss: \textcolor{red}{FILL IN HERE}  nats / dim
 \begin{figure}[H]
     \centering
     \begin{subfigure}{0.45\textwidth}