Replace hosted code and metadata placeholders

ANONYMIZATION.md

@@ -8,10 +8,9 @@ This repository has been prepared for anonymous reviewer access without changing
 
 - Local absolute filesystem paths were removed from review-facing documentation and replaced with repository-relative references or `<repo-root>`.
 - Review-facing metadata notes were updated to avoid personal machine paths.
-- Anonymous release placeholders are used where author or institution details may need to be restored later:
+- Anonymous placeholders are used where author or institution details may need to be restored later:
   - `Anonymous Authors`
   - `Anonymous Institution`
-  - `TODO_REVEAL_AFTER_REVIEW`
 
 ## How To Reproduce Results Anonymously
 
@@ -26,7 +25,10 @@ This repository has been prepared for anonymous reviewer access without changing
 
 - Author names: `Anonymous Authors`
 - Institution names: `Anonymous Institution`
-- Public release URLs, repository URLs, and citation metadata currently marked `TODO_REVEAL_AFTER_REVIEW`
+- Public dataset repository: `https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins`
+- Public code repository: `https://huggingface.co/temporal-twins-benchmark/temporal-twins-code`
+- Croissant metadata: `https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/raw/main/metadata/temporal_twins_croissant.json`
+- Paper or preprint: not available during double-blind review and to be added after publication
 - Any optional acknowledgments withheld for double-blind compliance
 
 ## Data Statement

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

@@ -1,15 +1,15 @@
 7adc439bb6ec2d84515ee245678df924aeacedabd5fa1ba5f938f9a97c49ebd0  .gitignore
-2d3984102043d74ab1fb0879bbb6f2f66f720fb1f7f82cb237e36a625e1202fc  ANONYMIZATION.md
-6bebd0daf847a3885b372df91ca9bbb5548e7b84d162db9e1f3c6178af6a9465  DATASET_CARD.md
+0ee54ada2d8baedbae7140be31bd57d661bacdda05e1ae900b36ede2aec92fe8  ANONYMIZATION.md
+9850c4e44e9e453a5735c46aed3488512edef56352790d85f3f3cb78bdc77513  DATASET_CARD.md
 15b001b0571fac1a30ea353be175df2724e7368d9c7ac9b433b9ac7afe2eb698  LICENSE
 6da8eaaf7b897c14b497468e485beae1b5c3d0514f1b1461e30133b890be996b  LICENSE-DATA
-78c1e0b4e746a91ddfd1ba8ba639842f37afb8a870999b8b5d542cede3ddd51a  README.md
+3cb53d555957c38026b27a197d7e2899761a5c48dbda7d3db96469ffa72bc941  README.md
 7417423f35a909ebf8ed2e26b9124d00d677a0f10830b75db556c58dd3610b50  config/default.yaml
 5e1fc6d481fbdbe40c781302932ec8ab2813ec42ffd57c6cfd67550b7fb7cede  config/temporal_twins_calib.yaml
 7417423f35a909ebf8ed2e26b9124d00d677a0f10830b75db556c58dd3610b50  configs/default.yaml
 c6433ed207c65b7be4ae74607f4badfff019f24ed2e5db0136c8c34f7b6d5d0c  configs/paper_suite_reference.yaml
 5e1fc6d481fbdbe40c781302932ec8ab2813ec42ffd57c6cfd67550b7fb7cede  configs/temporal_twins_calib.yaml
-05dce3d72f62dd1ffafefc6363f22c40d6433a416d5a463e1f598489c43ad14f  docs/DETERMINISM.md
+e98bdd751f4af69b71b31f2f7a0c114326c04c22de72c797f6c359f0e86d1243  docs/DETERMINISM.md
 671346708915369bd339edff9a00ec02b1c9b87800d6dbaac0245f7fef41ba52  environment.yml
 bbabcb3b369296d7bfbda0c6e8fa116b431d0e29811b79443a4dd144f0cdd02b  experiments/__init__.py
 e2605f7472f9974be447966fbc7790eddbfbfd9b99179630e5c07850e4dcd332  experiments/run_all.py

README.md

@@ -19,6 +19,8 @@ Synthetic UPI-style temporal transaction benchmark where fraud and benign trajec
 
 - Dataset repository: [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)
+- 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)
+- Paper or preprint: Not available during double-blind review; to be added after publication.
 
 ## Installation
 

docs/DETERMINISM.md

@@ -38,3 +38,10 @@ The deterministic paper suite was run in a CPU-oriented deterministic configurat
 ## Runtime Tradeoff
 
 Deterministic execution is slower than unconstrained training because it restricts thread-level and backend-level nondeterministic optimizations. This is expected, especially for larger non-fast calibration runs and the full paper suite.
+
+## Hosted Resources
+
+- Dataset URL: `https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins`
+- Code repository URL: `https://huggingface.co/temporal-twins-benchmark/temporal-twins-code`
+- Croissant metadata URL: `https://huggingface.co/datasets/temporal-twins-benchmark/temporal-twins/raw/main/metadata/temporal_twins_croissant.json`
+- Paper or preprint: Not available during double-blind review; to be added after publication.