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Arxiv
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Neural Encoding and Decoding at Scale
- Recent work has focused on predicting neural activity from behavior (encoding) or predicting behavior from neural activity (decoding).
- A new multimodal, multi-task model called NEDS enables simultaneous Neural Encoding and Decoding at Scale.
- NEDS achieves state-of-the-art performance for both encoding and decoding when pretrained on multi-animal data.
- NEDS's learned embeddings are highly predictive of the brain regions in each recording without explicit training.
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