Fix model card links

README.md

@@ -22,12 +22,12 @@ pretty_name: WildFIRE-FM
 <p align="center"><b>Five seeded PyTorch checkpoints, paper-aligned evaluation artifacts, final figure previews, and source-data access notes for 12-hour wildfire occupancy prediction on a 5 km California grid.</b></p>
 
 <p>
-  <a href="./paper/wildfire_fm_evaluation_contracts.pdf"><img alt="Paper PDF" src="https://img.shields.io/badge/Paper-compiled%20PDF-0F5C5F?style=flat-square"></a>
-  <a href="./models/wildfire_fm/checkpoints"><img alt="Checkpoints" src="https://img.shields.io/badge/Checkpoints-5%20seeds-C66B2D?style=flat-square"></a>
-  <a href="./models/wildfire_fm/modeling_unet.py"><img alt="PyTorch" src="https://img.shields.io/badge/PyTorch-model%20code-EE4C2C?style=flat-square&logo=pytorch&logoColor=white"></a>
-  <a href="./data_sources/DATA_SOURCES.md"><img alt="Data notes" src="https://img.shields.io/badge/Data-source%20notes-536065?style=flat-square"></a>
-  <a href="./artifacts/results"><img alt="Results" src="https://img.shields.io/badge/Results-sanitized%20summaries-0F5C5F?style=flat-square"></a>
-  <a href="./assets"><img alt="Figures" src="https://img.shields.io/badge/Figures-final%20previews-C66B2D?style=flat-square"></a>
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM/blob/main/paper/wildfire_fm_evaluation_contracts.pdf"><img alt="Paper PDF" src="https://img.shields.io/badge/Paper-compiled%20PDF-0F5C5F?style=flat-square"></a>
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM/tree/main/models/wildfire_fm/checkpoints"><img alt="Checkpoints" src="https://img.shields.io/badge/Checkpoints-5%20seeds-C66B2D?style=flat-square"></a>
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM/blob/main/models/wildfire_fm/modeling_unet.py"><img alt="PyTorch" src="https://img.shields.io/badge/PyTorch-model%20code-EE4C2C?style=flat-square&logo=pytorch&logoColor=white"></a>
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM/blob/main/data_sources/DATA_SOURCES.md"><img alt="Data notes" src="https://img.shields.io/badge/Data-source%20notes-536065?style=flat-square"></a>
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM/tree/main/artifacts/results"><img alt="Results" src="https://img.shields.io/badge/Results-sanitized%20summaries-0F5C5F?style=flat-square"></a>
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM/tree/main/assets"><img alt="Figures" src="https://img.shields.io/badge/Figures-final%20previews-C66B2D?style=flat-square"></a>
   <img alt="Grid" src="https://img.shields.io/badge/Grid-5%20km%20EPSG%3A5070-0F5C5F?style=flat-square">
   <img alt="Input" src="https://img.shields.io/badge/Input-16%20channels-C66B2D?style=flat-square">
   <img alt="Tasks" src="https://img.shields.io/badge/Contracts-6%20task%20views-536065?style=flat-square">
@@ -35,22 +35,22 @@ pretty_name: WildFIRE-FM
 </p>
 
 <p>
-  <a href="./paper/wildfire_fm_evaluation_contracts.pdf"><b>Read the paper PDF</b></a> ·
-  <a href="./models/wildfire_fm/checkpoints"><b>Download checkpoints</b></a> ·
-  <a href="#quick-start"><b>Load the model</b></a> ·
-  <a href="#task-contract-snapshot"><b>Inspect task-contract results</b></a>
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM/blob/main/paper/wildfire_fm_evaluation_contracts.pdf"><b>Read the paper PDF</b></a> ·
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM/tree/main/models/wildfire_fm/checkpoints"><b>Download checkpoints</b></a> ·
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM#quick-start"><b>Load the model</b></a> ·
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM#task-contract-snapshot"><b>Inspect task-contract results</b></a>
 </p>
 
 <h3>5 Seeded Checkpoints · 16-Channel Gridded Input · 12-Hour Occupancy Lead · 6 Fixed Task-Contract Views</h3>
 
 <p>
-  <a href="#why-wildfire-fm">Why WildFIRE-FM</a> ·
-  <a href="#release-navigation">Release Navigation</a> ·
-  <a href="#visual-tour">Visual Tour</a> ·
-  <a href="#quick-start">Quick Start</a> ·
-  <a href="#task-contract-snapshot">Task Snapshot</a> ·
-  <a href="#data-sources">Data Sources</a> ·
-  <a href="#how-to-cite">How to Cite</a>
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM#why-wildfire-fm">Why WildFIRE-FM</a> ·
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM#release-navigation">Release Navigation</a> ·
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM#visual-tour">Visual Tour</a> ·
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM#quick-start">Quick Start</a> ·
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM#task-contract-snapshot">Task Snapshot</a> ·
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM#data-sources">Data Sources</a> ·
+  <a href="https://huggingface.co/RAI-Lab/Wildfire-FM#how-to-cite">How to Cite</a>
 </p>
 
 </div>
@@ -58,7 +58,7 @@ pretty_name: WildFIRE-FM
 ---
 
 <p align="center">
-  <img src="./assets/wildfire_fm_model_card.svg" alt="WildFIRE-FM overview" width="95%">
+  <img src="https://huggingface.co/RAI-Lab/Wildfire-FM/resolve/main/assets/wildfire_fm_model_card.svg" alt="WildFIRE-FM overview" width="95%">
 </p>
 
 ## Release Navigation
@@ -66,43 +66,43 @@ pretty_name: WildFIRE-FM
 <table>
   <tr>
     <td width="33%" valign="top">
-      <h3><a href="./paper/wildfire_fm_evaluation_contracts.pdf">Paper PDF</a></h3>
+      <h3><a href="https://huggingface.co/RAI-Lab/Wildfire-FM/blob/main/paper/wildfire_fm_evaluation_contracts.pdf">Paper PDF</a></h3>
       <p>Read the compiled manuscript that defines the fixed-contract wildfire transfer setting and reports the final results.</p>
     </td>
     <td width="33%" valign="top">
-      <h3><a href="./models/wildfire_fm/checkpoints">Model Checkpoints</a></h3>
+      <h3><a href="https://huggingface.co/RAI-Lab/Wildfire-FM/tree/main/models/wildfire_fm/checkpoints">Model Checkpoints</a></h3>
       <p>Access five seeded WildFIRE-FM weights with manifest metadata and SHA-256 hashes for release auditing.</p>
     </td>
     <td width="33%" valign="top">
-      <h3><a href="./models/wildfire_fm/modeling_unet.py">Model Code</a></h3>
+      <h3><a href="https://huggingface.co/RAI-Lab/Wildfire-FM/blob/main/models/wildfire_fm/modeling_unet.py">Model Code</a></h3>
       <p>Inspect the compact U-Net implementation used to load the released wildfire occupancy backbone.</p>
     </td>
   </tr>
   <tr>
     <td width="33%" valign="top">
-      <h3><a href="#quick-start">Quick Start</a></h3>
+      <h3><a href="https://huggingface.co/RAI-Lab/Wildfire-FM#quick-start">Quick Start</a></h3>
       <p>Clone the repository, instantiate the model, load a seeded checkpoint, and run the artifact check.</p>
     </td>
     <td width="33%" valign="top">
-      <h3><a href="#task-contract-snapshot">Task Snapshot</a></h3>
+      <h3><a href="https://huggingface.co/RAI-Lab/Wildfire-FM#task-contract-snapshot">Task Snapshot</a></h3>
       <p>View the final-paper task-contract summary for occupancy, spread, retrieval, burned area, smoke, and heat.</p>
     </td>
     <td width="33%" valign="top">
-      <h3><a href="./artifacts/results">Numeric Artifacts</a></h3>
+      <h3><a href="https://huggingface.co/RAI-Lab/Wildfire-FM/tree/main/artifacts/results">Numeric Artifacts</a></h3>
       <p>Use sanitized CSV and JSON summaries that back the public model-card tables and figure previews.</p>
     </td>
   </tr>
   <tr>
     <td width="33%" valign="top">
-      <h3><a href="#visual-tour">Visual Tour</a></h3>
+      <h3><a href="https://huggingface.co/RAI-Lab/Wildfire-FM#visual-tour">Visual Tour</a></h3>
       <p>Browse final-paper previews for matching-rule sensitivity, selection regret, and task-form ranking changes.</p>
     </td>
     <td width="33%" valign="top">
-      <h3><a href="./data_sources/DATA_SOURCES.md">Data Sources</a></h3>
+      <h3><a href="https://huggingface.co/RAI-Lab/Wildfire-FM/blob/main/data_sources/DATA_SOURCES.md">Data Sources</a></h3>
       <p>See the public provider links and roles for HRRR, FIRMS, LANDFIRE, WRC, LandScan, WFIGS, and MTBS.</p>
     </td>
     <td width="33%" valign="top">
-      <h3><a href="#repository-layout">Repository Layout</a></h3>
+      <h3><a href="https://huggingface.co/RAI-Lab/Wildfire-FM#repository-layout">Repository Layout</a></h3>
       <p>Find where checkpoints, manifests, scripts, paper outputs, and release documentation live in this Hub repo.</p>
     </td>
   </tr>
@@ -157,25 +157,25 @@ This Hub repository is model-first. It provides the released weights, model-load
 ## Visual Tour
 
 <p align="center">
-  <img src="./assets/release_contents.svg" alt="Release contents" width="92%">
+  <img src="https://huggingface.co/RAI-Lab/Wildfire-FM/resolve/main/assets/release_contents.svg" alt="Release contents" width="92%">
 </p>
 
 **Release contents.** The Hub repository is organized around weights, model code, source-data notes, compact artifacts, and final-paper visual previews.
 
 <p align="center">
-  <img src="./assets/selection_regret_final.png" alt="Head-selection regret" width="88%">
+  <img src="https://huggingface.co/RAI-Lab/Wildfire-FM/resolve/main/assets/selection_regret_final.png" alt="Head-selection regret" width="88%">
 </p>
 
 **Head-selection regret.** Choosing a lightweight head by a ranking metric can lose decision performance under the same frozen features.
 
 <p align="center">
-  <img src="./assets/supporting_rank_map_final.png" alt="Supporting task rank map" width="88%">
+  <img src="https://huggingface.co/RAI-Lab/Wildfire-FM/resolve/main/assets/supporting_rank_map_final.png" alt="Supporting task rank map" width="88%">
 </p>
 
 **Supporting-task rank map.** Backbone ordering changes across burned area, analog retrieval, smoke PM2.5, and extreme heat task contracts.
 
 <p align="center">
-  <img src="./assets/primary_rank_change_final.png" alt="Primary rank changes" width="88%">
+  <img src="https://huggingface.co/RAI-Lab/Wildfire-FM/resolve/main/assets/primary_rank_change_final.png" alt="Primary rank changes" width="88%">
 </p>
 
 **Primary-task rank changes.** Primary-task rankings change under fixed matching-rule and task-form choices.