Add model card for VideoMLA

Hi! I'm Niels from the community science team at Hugging Face.

I noticed that this repository didn't have a model card. I've opened this PR to add a README that includes:
- Metadata for the `text-to-video` pipeline tag.
- Links to the paper, project page, and GitHub repository.
- A brief introduction to VideoMLA.
- Sample usage for inference based on your GitHub README.

Feel free to merge this or let me know if you'd like any changes!

README.md

@@ -0,0 +1,38 @@
+---
+pipeline_tag: text-to-video
+---
+
+# VideoMLA: Low-Rank Latent KV Cache for Minute-Scale Autoregressive Video Diffusion
+
+VideoMLA is the first study of Multi-Head Latent Attention (MLA) in video diffusion. By replacing per-head keys and values with a shared low-rank content latent and a shared decoupled 3D-RoPE positional key, it reduces per-token KV memory by 92.7% at every cached layer. This enables efficient, minute-scale autoregressive video generation with improved throughput.
+
+[[Paper](https://huggingface.co/papers/2605.30351)] [[Project Page](https://videomla.github.io/)] [[GitHub](https://github.com/yesiltepe-hidir/VideoMLA)]
+
+## Inference
+
+To use the model, please follow the setup instructions in the [official repository](https://github.com/yesiltepe-hidir/VideoMLA). You can generate videos using the provided inference script:
+
+```bash
+python inference.py \
+    --config_path configs/stage3_long.yaml \
+    --checkpoint_path checkpoints/stage3_la6_sink1/model.pt \
+    --output_folder outputs/ \
+    --data_path prompts/your_prompts.txt \
+    --num_output_frames 120 \
+    --use_ema
+```
+
+Key arguments:
+- `--num_output_frames`: Controls the length of the video (e.g., 21 ≈ 5s, 120 ≈ 30s, 240 ≈ 60s at 16fps).
+- `--data_path`: A text file containing prompts (one per line).
+
+## Citation
+
+```bibtex
+@article{yesiltepe2026videomla,
+  title={VideoMLA: Low-Rank Latent KV Cache for Minute-Scale Autoregressive Video Diffusion},
+  author={Yesiltepe, Hidir and Hu, Jiazhen and Meral, Tuna Han Salih and Akan, Adil Kaan and Oktay, Kaan and Eldardiry, Hoda and Yanardag, Pinar},
+  journal={arXiv preprint arXiv:2605.30351},
+  year={2026}
+}
+```