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Venkataramana Ganesh

2 accepted papers

2023

A Unified, Scalable Framework for Neural Population Decoding

NeurIPS 2023poster

Our ability to use deep learning approaches to decipher neural activity would likely benefit from greater scale, in terms of both the model size and the datasets. However, the integration of many neural recordings into one unified model is challenging, as each recording contains the activity of diff…

Cited by 41SourcePDFScholar
2023

Half-Hop: A graph upsampling approach for slowing down message passing

ICML 2023poster

Message passing neural networks have shown a lot of success on graph-structured data. However, there are many instances where message passing can lead to over-smoothing or fail when neighboring nodes belong to different classes. In this work, we introduce a simple yet general framework for improving…