Upload epsilon-transformers models and belief analysis data

README.md

@@ -1,3 +1,19 @@
+---
+license: mit
+task_categories:
+- other
+language:
+- en
+tags:
+- quantum
+- neural-networks
+- belief-states
+- transformers
+- rnn
+size_categories:
+- 1B<n<10B
+---
+
 # Epsilon-Transformers Belief Analysis Dataset
 
 This dataset contains trained neural network models and their corresponding belief state regression analysis from the Epsilon-Transformers project. The models were trained on four different stochastic processes and analyzed for their ability to learn and represent belief states.
@@ -28,31 +44,22 @@ epsilon-transformers-belief-analysis/
 
 | Sweep ID | Run ID | Architecture | Process | Description |
 |----------|--------|--------------|---------|-------------|
-
-### Mess3
-| 20241121152808 | 55 | LSTM | Mess3 | LSTM trained on Mess3 |
-| 20241121152808 | 63 | GRU | Mess3 | GRU trained on Mess3 |
-| 20241121152808 | 71 | RNN | Mess3 | RNN trained on Mess3 |
-| 20241205175736 | 23 | Transformer | Mess3 | Transformer trained on Mess3 |
-
-### FRDN
-| 20241121152808 | 53 | LSTM | FRDN | LSTM trained on FRDN |
-| 20241121152808 | 61 | GRU | FRDN | GRU trained on FRDN |
-| 20241121152808 | 69 | RNN | FRDN | RNN trained on FRDN |
-| 20250422023003 | 1 | Transformer | FRDN | Transformer trained on FRDN |
-
-### Bloch Walk
+| 20241121152808 | 48 | LSTM | Moon Process | LSTM trained on Moon Process |
 | 20241121152808 | 49 | LSTM | Bloch Walk | LSTM trained on Bloch Walk |
+| 20241121152808 | 53 | LSTM | FRDN | LSTM trained on FRDN |
+| 20241121152808 | 55 | LSTM | Mess3 | LSTM trained on Mess3 |
+| 20241121152808 | 56 | GRU | Moon Process | GRU trained on Moon Process |
 | 20241121152808 | 57 | GRU | Bloch Walk | GRU trained on Bloch Walk |
+| 20241121152808 | 61 | GRU | FRDN | GRU trained on FRDN |
+| 20241121152808 | 63 | GRU | Mess3 | GRU trained on Mess3 |
+| 20241121152808 | 64 | RNN | Moon Process | RNN trained on Moon Process |
 | 20241121152808 | 65 | RNN | Bloch Walk | RNN trained on Bloch Walk |
+| 20241121152808 | 69 | RNN | FRDN | RNN trained on FRDN |
+| 20241121152808 | 71 | RNN | Mess3 | RNN trained on Mess3 |
 | 20241205175736 | 17 | Transformer | Bloch Walk | Transformer trained on Bloch Walk |
-
-### Moon Process
-| 20241121152808 | 48 | LSTM | Moon Process | LSTM trained on Moon Process |
-| 20241121152808 | 56 | GRU | Moon Process | GRU trained on Moon Process |
-| 20241121152808 | 64 | RNN | Moon Process | RNN trained on Moon Process |
+| 20241205175736 | 23 | Transformer | Mess3 | Transformer trained on Mess3 |
 | 20250421221507 | 0 | Transformer | Moon Process | Transformer trained on Moon Process |
-
+| 20250422023003 | 1 | Transformer | FRDN | Transformer trained on FRDN |
 
 ## Process Descriptions
 
@@ -97,6 +104,7 @@ Joblib-serialized files containing:
 ## Usage
 
 ### Loading Models
+
 ```python
 import torch
 from pathlib import Path
@@ -107,6 +115,7 @@ checkpoint = torch.load(model_path, map_location='cpu')
 ```
 
 ### Loading Analysis Data
+
 ```python
 import joblib
 from pathlib import Path