Add shared-encoder work

Author: amrit110

catalog/public/data/papers.bib

@@ -12,3 +12,10 @@ @article{baghbanzadeh2025advancing
   journal={arXiv preprint arXiv:2503.14377},
   year={2025}
 }
+
+@article{roy2025shared,
+  title={A Shared Encoder Approach to Multimodal Representation Learning},
+  author={Roy, Shuvendu and Fallahpour, Adibvafa and Baghbanzadeh, Negin and Parhizkar, Yasaman and Afkanpour, Arash and Etemad, Ali and Dolatabadi, Elham},
+  journal={arXiv preprint arXiv:2503.01654},
+  year={2025}
+}

catalog/public/data/repositories.json

@@ -130,6 +130,44 @@
       "year": 2025,
       "github_url": "https://github.com/VectorInstitute/kg-rag"
     },
+    {
+      "name": "shared-encoder",
+      "repo_id": "VectorInstitute/shared-encoder",
+      "description": "A Shared Encoder Approach to Multimodal Representation Learning",
+      "implementations": [
+        {
+          "name": "Shared Encoder Architecture",
+          "url": "https://arxiv.org/abs/2503.01654"
+        },
+        {
+          "name": "Multimodal Representation Learning",
+          "url": null
+        }
+      ],
+      "type": "applied-research",
+      "year": 2025,
+      "github_url": "https://github.com/VectorInstitute/shared-encoder",
+      "paper_url": "https://arxiv.org/abs/2503.01654",
+      "bibtex": "roy2025shared",
+      "public_datasets": [
+        {
+          "name": "PMC-OA",
+          "url": null
+        },
+        {
+          "name": "MIMIC-CXR",
+          "url": "https://physionet.org/content/mimic-cxr/2.0.0/"
+        },
+        {
+          "name": "DeepEyeNet",
+          "url": null
+        },
+        {
+          "name": "Quilt",
+          "url": null
+        }
+      ]
+    },
     {
       "name": "ai-deployment",
       "repo_id": "VectorInstitute/ai-deployment",
@@ -791,7 +829,7 @@
       "github_url": "https://github.com/VectorInstitute/privacy-enhancing-techniques"
     }
   ],
-  "totalImplementations": 115,
+  "totalImplementations": 117,
   "yearsOfResearch": 7,
-  "lastUpdated": "2025-10-01T16:20:02.943326"
+  "lastUpdated": "2025-10-01T22:07:14.759555"
 }

repositories/shared-encoder.yaml

@@ -0,0 +1,22 @@
+name: shared-encoder
+repo_id: VectorInstitute/shared-encoder
+description: "A Shared Encoder Approach to Multimodal Representation Learning"
+implementations:
+  - name: Shared Encoder Architecture
+    url: https://arxiv.org/abs/2503.01654
+  - name: Multimodal Representation Learning
+    url: null
+type: applied-research
+year: 2025
+github_url: https://github.com/VectorInstitute/shared-encoder
+paper_url: https://arxiv.org/abs/2503.01654
+bibtex: roy2025shared
+public_datasets:
+  - name: PMC-OA
+    url: null
+  - name: MIMIC-CXR
+    url: https://physionet.org/content/mimic-cxr/2.0.0/
+  - name: DeepEyeNet
+    url: null
+  - name: Quilt
+    url: null