Add the OpenReview URL to the BibTeX

README.md

@@ -6,6 +6,9 @@ tags:
   - multi-view
   - autoregressive
   - 3d
+datasets:
+  - smileyenot983/objaversexl_sketchfab_pmap
+  - smileyenot983/objaversexl_github6.5_pmap
 ---
 
 # NAMVIS: Next-Scale Autoregressive Multi-View Image Synthesis
@@ -13,29 +16,41 @@ tags:
 Pretrained weights for **NAMVIS** (NeurIPS 2026), a diffusion-free, geometry-conditioned
 next-scale autoregressive model for sparse-view novel view synthesis.
 
-- 📄 Paper: <arXiv link> · [OpenReview](https://openreview.net/forum?id=dTzafRJOTR)
+- 📄 Paper: [OpenReview](https://openreview.net/forum?id=dTzafRJOTR)
 - 🌐 Project page: https://smileyenot983.github.io/namvis
 - 💻 Code: https://github.com/smileyenot983/namvis
+- 🗂️ Training data: [Part 1](https://huggingface.co/datasets/smileyenot983/objaversexl_sketchfab_pmap) · [Part 2](https://huggingface.co/datasets/smileyenot983/objaversexl_github6.5_pmap)
 
 ## Files
 
 | File | Description |
 |---|---|
 | `namvis_1b.pth` | NAMVIS 1B transformer (256×256) |
-| `infinity_vae_d32reg.pth` | Multi-scale VQ-VAE from [Infinity](https://huggingface.co/FoundationVision/Infinity) (frozen, unchanged, MIT) |
+| `infinity_vae_d32reg.pth` | Multi-scale visual tokenizer from [Infinity](https://huggingface.co/FoundationVision/Infinity) (frozen, unchanged, MIT) |
+
+## Usage
+
+```bash
+hf download smileyenot983/NAMVIS namvis_1b.pth infinity_vae_d32reg.pth --local-dir weights
+```
+
+Inference, evaluation, and fine-tuning commands are in the
+[code repository](https://github.com/smileyenot983/namvis).
 
 ## Details
 
 - Resolution: 256×256
-- Input: one or more posed source images + target camera poses
-- Trained on a filtered subset (~200K objects) of Objaverse; see Objaverse for per-asset licenses
-
+- Input: one or more posed source images and target camera poses
+- Trained on renders of Objaverse-XL objects: Sketchfab objects ([Part 1](https://huggingface.co/datasets/smileyenot983/objaversexl_sketchfab_pmap)) and GitHub objects with an object-quality score above 6.5 ([Part 2](https://huggingface.co/datasets/smileyenot983/objaversexl_github6.5_pmap)). See Objaverse-XL for per-asset licenses.
 
 ## Citation
 
-    @inproceedings{khafizov2026namvis,
-      title     = {{NAMVIS}: Next-Scale Autoregressive Multi-View Image Synthesis},
-      author    = {Khafizov, Ramil and Statsenko, Ilya and Rakhimov, Ruslan and Komarichev, Artem and Wonka, Peter and Burnaev, Evgeny},
-      booktitle = {Advances in Neural Information Processing Systems},
-      year      = {2026}
-    }
+```bibtex
+@inproceedings{khafizov2026namvis,
+  title     = {{NAMVIS}: Next-Scale Autoregressive Multi-View Image Synthesis},
+  author    = {Khafizov, Ramil and Statsenko, Ilya and Rakhimov, Ruslan and Komarichev, Artem and Wonka, Peter and Burnaev, Evgeny},
+  booktitle = {Advances in Neural Information Processing Systems},
+  year      = {2026},
+  url       = {https://openreview.net/forum?id=dTzafRJOTR}
+}
+```