Update README

README.md

@@ -1,6 +1,8 @@
 ---
 license: cc-by-4.0
 pretty_name: CausalCascade
+task_categories:
+  - image-to-video
 tags:
   - video
   - image-to-video
@@ -30,7 +32,8 @@ configs:
 
 # CausalCascade
 
-![Paper](https://img.shields.io/badge/Paper-arXiv_pending-red)
+[![Paper](https://img.shields.io/badge/Paper-arXiv_2610.15562-red)](https://arxiv.org/abs/2610.15562)
+[![Paper](https://img.shields.io/badge/HF-Paper-yellow)](https://huggingface.co/papers/2610.15562)
 [![Dataset](https://img.shields.io/badge/Dataset-HuggingFace-yellow)](https://huggingface.co/datasets/deepdeltalab/CausalCascade)
 [![Code](https://img.shields.io/badge/Code-GitHub-black)](https://github.com/SJTU-DeepDeltaLab/CausalCascade)
 
@@ -38,10 +41,6 @@ configs:
 
 The release contains **50 event-rich Blender scenes**, structured causal event graphs, **872 graph-grounded diagnostic questions**, three levels of future-event specification, and **2,832 controlled counterfactual variants**. A subset of **225 matched factual-counterfactual pairs** supports evaluation of selective responsiveness to physical interventions.
 
-<!-- Uncomment after replacing ARXIV_ID with the published preprint identifier.
-[Paper on arXiv](https://arxiv.org/abs/ARXIV_ID)
--->
-
 ## Evaluation
 
 The benchmark supports factual causal-cascade evaluation under three levels of future-event specification and paired counterfactual evaluation under *delete*, *move*, scale, and mass interventions. Motion-based metrics and graph-grounded diagnostic VQA provide complementary measures of physical evolution and causal-process fidelity.
@@ -92,16 +91,18 @@ CausalCascade's original dataset content is licensed under [CC BY 4.0](https://c
 Some `.blend` source scenes and rendered media incorporate textures, HDRIs, and 3D models from [Poly Haven](https://polyhaven.com), released under [CC0 1.0](https://polyhaven.com/license). See [ATTRIBUTION.md](ATTRIBUTION.md).
 
 
-## Citation (TBD)
+## Citation
+
+If you use the CausalCascade dataset in your research, please cite:
 
 ```bibtex
-@misc{causalcascade2026,
+@misc{causalcascade,
   title         = {A Plausible Future Is Not a Causal Future: Can Video Models Generate How the World Unfolds?},
-  author        = {AUTHOR_LIST},
+  author        = {Jialiang Li and Zhengning Xu and Zongyang Ma and Shaobo Cui},
   year          = {2026},
-  eprint        = {ARXIV_ID},
+  eprint        = {2610.15562},
   archivePrefix = {arXiv},
-  primaryClass  = {ARXIV_CATEGORY},
-  url           = {https://arxiv.org/abs/ARXIV_ID}
+  primaryClass  = {cs.CV},
+  url           = {https://arxiv.org/abs/2610.15562}
 }
 ```