Create README.md

README.md

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+## Population Transformer
+
+Weights for pretrained Population Transformer ([paper](https://arxiv.org/abs/2406.03044), [website](https://glchau.github.io/population-transformer/), [code](https://github.com/czlwang/PopulationTransformer)) using pretrained BrainBERT stft model ([paper](https://arxiv.org/abs/2302.14367), [code](https://github.com/czlwang/BrainBERT)). 
+
+Trained on Brain TreeBank ([paper](https://arxiv.org/pdf/2411.08343), [dataset](https://braintreebank.dev/))
+
+### Cite:
+```
+@misc{chau2024populationtransformer,
+        title={Population Transformer: Learning Population-level Representations of Neural Activity}, 
+        author={Geeling Chau and Christopher Wang and Sabera Talukder and Vighnesh Subramaniam and Saraswati Soedarmadji and Yisong Yue and Boris Katz and Andrei Barbu},
+        year={2024},
+        eprint={2406.03044},
+        archivePrefix={arXiv},
+        primaryClass={cs.LG},
+        url={https://arxiv.org/abs/2406.03044}, 
+      }
+```