Replace hosted code and metadata placeholders

DATASET_CARD.md

@@ -428,6 +428,7 @@ The benchmark is currently generated from code in this repository rather than di
 Current status:
 
 - dataset hosting location: [https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins)
+- code repository: [https://huggingface.co/temporal-twins-benchmark/temporal-twins-code](https://huggingface.co/temporal-twins-benchmark/temporal-twins-code)
 - canonical pre-generated release archive: [https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins)
 - Croissant metadata URL: [https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/raw/main/metadata/temporal_twins_croissant.json](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/raw/main/metadata/temporal_twins_croissant.json)
 - Croissant metadata browser page: [https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/blob/main/metadata/temporal_twins_croissant.json](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/blob/main/metadata/temporal_twins_croissant.json)
@@ -435,6 +436,7 @@ Current status:
 - results: [https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/results](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/results)
 - configs: [https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/configs](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/configs)
 - metadata directory: [https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/metadata](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/metadata)
+- paper or preprint: Not available during double-blind review; to be added after publication.
 - reference paper-suite results: `results/paper_suite_20260503_202810/`
 
 ### License
@@ -444,6 +446,8 @@ Current status:
 
 ### Citation
 
+The final paper or preprint citation is not available during double-blind review and will be added after publication.
+
 `TODO` placeholder BibTeX:
 
 ```bibtex

MANIFEST.sha256

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README.md

@@ -1,24 +1,3 @@
----
-pretty_name: "Temporal Twins"
-license: cc-by-4.0
-task_categories:
-- tabular-classification
-- anomaly-detection
-- graph-ml
-tags:
-- temporal-graph-learning
-- fraud-detection
-- synthetic-data
-- benchmark
-- upi
-- causal-evaluation
-- matched-controls
-- croissant
-size_categories:
-- 10K<n<100K
-language:
-- en
----
 # Temporal Twins Release Bundle
 
 This `release/` directory is a manual-hosting bundle for the Temporal Twins benchmark. It is intended to be uploaded later to a repository such as Hugging Face, Kaggle, Dataverse, OpenML, or another archival host. Hosting has **not** been performed by this preparation step.
@@ -100,8 +79,8 @@ release/
 - Configs URL: [https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/configs](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/configs)
 - Metadata URL: [https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/metadata](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/metadata)
 - Full release archive: [https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins)
-- Code repository: `TODO_CODE_REPOSITORY_URL`
-- Paper or preprint: `TODO_PAPER_URL`
+- Code repository: [https://huggingface.co/temporal-twins-benchmark/temporal-twins-code](https://huggingface.co/temporal-twins-benchmark/temporal-twins-code)
+- Paper or preprint: Not available during double-blind review; to be added after publication.
 
 ## Licenses
 

README_REPO.md

@@ -411,12 +411,14 @@ Mean wall-clock runtime per benchmark group in the final deterministic paper sui
 Hosted URLs:
 
 - Dataset URL: [temporal-twins on Hugging Face](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins)
+- Code repository URL: [temporal-twins-code on Hugging Face](https://huggingface.co/temporal-twins-benchmark/temporal-twins-code)
 - Croissant metadata URL: [raw JSON-LD](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/raw/main/metadata/temporal_twins_croissant.json)
 - Croissant metadata browser page: [blob view](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/blob/main/metadata/temporal_twins_croissant.json)
 - Data URL: [data tree](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/data)
 - Results URL: [results tree](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/results)
 - Configs URL: [configs tree](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/configs)
 - Metadata URL: [metadata tree](https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/metadata)
+- Paper or preprint: Not available during double-blind review; to be added after publication.
 
 ## License
 
@@ -428,7 +430,7 @@ Hosted URLs:
 
 ## Citation
 
-`TODO_REVEAL_AFTER_REVIEW`
+Anonymous NeurIPS 2026 submission. The paper or preprint is not available during double-blind review and will be added after publication.
 
 ## Warning
 

RELEASE_CHECKLIST.md

@@ -20,3 +20,5 @@ Hosted URLs:
 - Results URL: `https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/results`
 - Configs URL: `https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/configs`
 - Metadata URL: `https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/metadata`
+- Code repository URL: `https://huggingface.co/temporal-twins-benchmark/temporal-twins-code`
+- Paper or preprint: Not available during double-blind review; to be added after publication.

croissant.json

@@ -25,13 +25,13 @@
   "isBasedOn": {
     "@type": "sc:SoftwareSourceCode",
     "name": "Temporal Twins benchmark code",
-    "url": "TODO_CODE_REPOSITORY_URL",
+    "url": "https://huggingface.co/temporal-twins-benchmark/temporal-twins-code",
     "license": "https://www.apache.org/licenses/LICENSE-2.0",
     "identifier": "Apache-2.0"
   },
   "conformsTo": "http://mlcommons.org/croissant/1.1",
-  "citation": "TODO: Replace with the final Temporal Twins paper citation. Paper URL: TODO_PAPER_URL",
-  "citeAs": "Temporal Twins Benchmark (synthetic UPI-style temporal fraud benchmark), paper URL TODO_PAPER_URL, code repository TODO_CODE_REPOSITORY_URL.",
+  "citation": "Anonymous NeurIPS 2026 submission for Temporal Twins; final citation will be added after review.",
+  "citeAs": "Temporal Twins Benchmark (synthetic UPI-style temporal fraud benchmark). Anonymous NeurIPS 2026 submission; final citation will be added after review. Code repository: https://huggingface.co/temporal-twins-benchmark/temporal-twins-code.",
   "creator": [
     {
       "@type": "sc:Organization",
@@ -782,14 +782,14 @@
       {
         "@type": "prov:Entity",
         "name": "Temporal Twins benchmark code repository",
-        "url": "TODO_CODE_REPOSITORY_URL",
+        "url": "https://huggingface.co/temporal-twins-benchmark/temporal-twins-code",
         "license": "https://www.apache.org/licenses/LICENSE-2.0",
         "identifier": "Apache-2.0"
       },
       {
         "@type": "prov:Entity",
         "name": "Temporal Twins paper",
-        "url": "TODO_PAPER_URL"
+        "description": "Not available during double-blind review; to be added after publication."
       }
     ]
   }

metadata/CROISSANT_VALIDATION_NOTES.md

@@ -4,7 +4,7 @@
 
 Use the official MLCommons Croissant tooling after the final release files are hosted.
 
-1. Replace the placeholder URLs in `metadata/temporal_twins_croissant.json` with the final hosted dataset, archive, repository, and paper URLs.
+1. Confirm the hosted URLs in `metadata/temporal_twins_croissant.json` match the current public dataset and code repositories.
 2. Validate the file with the official Croissant validator from the MLCommons Croissant project. If you use the web validator, upload the final JSON-LD file or point it at the hosted Croissant URL.
 3. As a local smoke check, you can also load the JSON-LD with a JSON parser before running the full validator:
 
@@ -34,10 +34,13 @@ Dataset-side URLs now resolve to:
 - Metadata URL: `https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/tree/main/metadata`
 - Release landing URL: `https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins`
 
-Remaining URL placeholders intentionally left unresolved:
+Code repository URL:
 
-- `TODO_CODE_REPOSITORY_URL`: public code repository URL
-- `TODO_PAPER_URL`: paper or preprint URL
+- `https://huggingface.co/temporal-twins-benchmark/temporal-twins-code`
+
+Paper URL status:
+
+- Not available during double-blind review; to be added after publication.
 
 ## 3. Release Checklist
 

metadata/temporal_twins_croissant.json

@@ -25,13 +25,13 @@
   "isBasedOn": {
     "@type": "sc:SoftwareSourceCode",
     "name": "Temporal Twins benchmark code",
-    "url": "TODO_CODE_REPOSITORY_URL",
+    "url": "https://huggingface.co/temporal-twins-benchmark/temporal-twins-code",
     "license": "https://www.apache.org/licenses/LICENSE-2.0",
     "identifier": "Apache-2.0"
   },
   "conformsTo": "http://mlcommons.org/croissant/1.1",
-  "citation": "TODO: Replace with the final Temporal Twins paper citation. Paper URL: TODO_PAPER_URL",
-  "citeAs": "Temporal Twins Benchmark (synthetic UPI-style temporal fraud benchmark), paper URL TODO_PAPER_URL, code repository TODO_CODE_REPOSITORY_URL.",
+  "citation": "Anonymous NeurIPS 2026 submission for Temporal Twins; final citation will be added after review.",
+  "citeAs": "Temporal Twins Benchmark (synthetic UPI-style temporal fraud benchmark). Anonymous NeurIPS 2026 submission; final citation will be added after review. Code repository: https://huggingface.co/temporal-twins-benchmark/temporal-twins-code.",
   "creator": [
     {
       "@type": "sc:Organization",
@@ -782,14 +782,14 @@
       {
         "@type": "prov:Entity",
         "name": "Temporal Twins benchmark code repository",
-        "url": "TODO_CODE_REPOSITORY_URL",
+        "url": "https://huggingface.co/temporal-twins-benchmark/temporal-twins-code",
         "license": "https://www.apache.org/licenses/LICENSE-2.0",
         "identifier": "Apache-2.0"
       },
       {
         "@type": "prov:Entity",
         "name": "Temporal Twins paper",
-        "url": "TODO_PAPER_URL"
+        "description": "Not available during double-blind review; to be added after publication."
       }
     ]
   }