Add link to paper, project page, and code

README.md

@@ -1,21 +1,25 @@
 ---
 license: mit
+size_categories:
+- 10M<n<100M
 task_categories:
-  - tabular-regression
-tags:
-  - thin-film
-  - optics
-  - photonics
-  - inverse-design
-  - transfer-matrix-method
-  - spectral-data
+- other
+- tabular-regression
 pretty_name: PRISM Thin-Film Optical Design Dataset
-size_categories:
-  - 10M<n<100M
+tags:
+- thin-film
+- optics
+- photonics
+- inverse-design
+- transfer-matrix-method
+- spectral-data
 ---
+
 # PRISM -- Thin-Film Optical Design Dataset
 
-Synthetic dataset of thin-film multilayer optical stacks and their simulated reflectance/transmittance spectra. Generated for training and evaluating [PRISM](https://github.com/wang-henry4/prism) (Position-encoded Regressive Inverse Spectral Model), an autoregressive transformer for inverse thin-film design.
+[**Project Page**](https://www.prism-playground.com/) | [**Paper**](https://huggingface.co/papers/2605.26502) | [**Github**](https://github.com/wang-henry4/prism)
+
+Synthetic dataset of thin-film multilayer optical stacks and their simulated reflectance/transmittance spectra. Generated for training and evaluating **PRISM** (Position-encoded Regressive Inverse Spectral Model), an autoregressive transformer for inverse thin-film design.
 
 Each sample is a (materials, thicknesses, spectrum) triple: a thin-film stack definition and its physically simulated optical response.
 
@@ -38,10 +42,20 @@ These subsets have no training split and are used to evaluate generalisation.
 | `max_len_20_20nm` | 1--20 | 20 nm | 20--1000 nm | 10,000 | OOD thickness step |
 | `max_len_30_10nm` | 20--30 | 10 nm | 10--500 nm | 10,000 | OOD sequence length |
 | `max_len_40_10nm` | 30--40 | 10 nm | 10--500 nm | 10,000 | OOD sequence length |
-| `max_len_50_10nm` | 40--50 | 10 nm | 10--500 nm | 10,000 | OOD sequence length |
+| `max_len_50_10nm" | 40--50 | 10 nm | 10--500 nm | 10,000 | OOD sequence length |
 | `thick/15nm` | 20 | 15 nm | 15--750 nm | 10,000 | Thick designs only (cum. depth >= 11,000 nm) |
 | `thick/20nm` | 20 | 20 nm | 20--1000 nm | 10,000 | Thick designs only (cum. depth >= 11,000 nm) |
 | `max_length_10` | 1--10 | 5 nm | 5--250 nm | 30,000 | Short sequence validation |
 
-## Github
-https://github.com/wang-henry4/prism/blob/main/master_eval.sh
+## Citation
+
+```bibtex
+@misc{wang2024prism,
+      title={PRISM: Position-encoded Regressive Inverse Spectral Model for Multilayer Thin-Film Design}, 
+      author={Runtian Wang and Renhao Xue and Baige Chen and Hao Wu},
+      year={2024},
+      eprint={2605.26502},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG}
+}
+```