Publications

Probabilistic Co-Control in Brain-Computer Interfaces: Uncertainty as a Control Signal in Brain-to-Text Decoding
Neural decoders serve as probabilistic interfaces in co-control brain-to-text BCIs …
Jingya Huang, Sowmya Manojna Narasimha, Aashish N. Patel, Ram Dyuthi Sristi, Gal Mishne, Vikash Gilja
DOI
Compositional decoding of neural activity enhances generalization in handwriting BCIs
State-of-the-art intracortical neuroprostheses currently enable communication …
Sowmya Manojna Narasimha, Jingya Huang, Ram Dyuthi Sristi, Vikash Gilja, Gal Mishne
DOI
Coupled Transformer Autoencoder for Disentangling Multi-Region Neural Latent Dynamics
Simultaneous recordings from thousands of neurons across multiple brain areas reveal …
Ram Dyuthi Sristi, Sowmya Manojna Narasimha, Jingya Huang, Alice Despatin, Simon Musall, Vikash Gilja, Gal Mishne
DOI
Word-Level Error Analysis in Decoding Systems: From Speech Recognition to Brain-Computer Interfaces
Brain-to-text (BTT) systems that decode attempted speech from neural activity have achieved 4.2% word error rate (WER). These systems deomnstrate potential for daily …
Jingya Huang, Aashish N Patel, Sowmya Manojna Narasimha, Gal Mishne, Vikash Gilja
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Understanding flux switching in metabolic networks through an analysis of synthetic lethals
Biological systems are extremely robust and exhibit high levels of redundancy …
Sowmya Manojna Narasimha, Tanisha Malpani, Omkar S Mohite, Saketha Nath, Karthik Raman
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Guiding Brain-to-Vocalization Decoder Design Using Structured Generalization Error
State-of-the-art intracortical neuroprostheses currently enable communication …
Jingya Huang, Pablo Tostado-Marcos, Sowmya Manojna Narasimha, Aashish N. Patel, Ezequiel. M. Arneodo, Timothy Q. Gentner, Gal Mishne, Vikash Gilja
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Artificial Neurovascular Network (ANVN) to Study the Accuracy Vs. Efficiency trade-off in an Energy Dependent Neural Network
Artificial feedforward neural networks perform a wide variety of classification and function approximation tasks with high accuracy. Unlike their artificial counterparts, …
Bhadra S Kumar, Nagavarshini Mayakkannan, Sowmya Manojna Narasimha, V Srinivasa Chakravarthy
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