Our Publications
Inference of Neural Dynamics Using Switching Recurrent Neural Networks
Yongxu Zhang and Shreya Saxena
NeurIPS, 2024
Muhammad Noman Almani, John Lazzari, Andrea Chacon, and Shreya Saxena
bioRxiv, 2024
Hierarchical Characterization of Social Behavior Motifs using Semi-Supervised Autoencoders
Daiyao Yi, Elizabeth S. Wright, Nancy Padilla-Coreano, and Shreya Saxena
CVPR Workshop on Multi-Agent Behavior, 2023
Daiyao Yi, Simon Musall, Anne Churchland, and Nancy Padilla-Coreano, Shreya Saxena
eLife, Jul 2023
Motor deficit and lack of overt dystonia in Dlx conditional Dyt1 knockout mice
David Berryman, Jake Barrett, Canna Liu, and 7 more authors
Behavioural Brain Research, Jul 2023
Region-based conversion of neural activity across sessions
Woohyun Eum, Carlton Smith, and Shreya Saxena
In 2023 11th International IEEE/EMBS Conference on Neural Engineering (NER), Jul 2023
Neural Correlations Across Mice During Spontaneous and Task-Related Behaviors
Daiyao Yi, and Shreya Saxena
In 2023 11th International IEEE/EMBS Conference on Neural Engineering (NER), Jul 2023
Unsupervised Human Activity Recognition Learning for Disassembly Tasks
Xinyao Zhang, Daiyao Yi, Sara Behdad, and 1 more author
IEEE Transactions on Industrial Informatics, Jul 2023
Justin Golabek, Matthew Schiefer, Joshua K Wong, and 2 more authors
Journal of Neural Engineering, Jan 2023
Behavioral Classification of Sequential Neural Activity Using Time Varying Recurrent Neural Networks
Yongxu Zhang, Catalin Mitelut, David J. Arpin, and 3 more authors
bioRxiv, Jan 2023
Catalin Mitelut, Yongxu Zhang, Yuki Sekino, and 6 more authors
eLife, Nov 2022
Shreya Saxena, Abigail A Russo, John Cunningham, and 1 more author
eLife, May 2022
Taiga Abe, Ian Kinsella, Shreya Saxena, and 8 more authors
Neuron, May 2022
Next-generation brain observatories
Christof Koch, Karel Svoboda, Amy Bernard, and 13 more authors
Neuron, May 2022
Motor cortical influence relies on task-specific activity covariation
Claire L. Warriner, Samaher Fageiry, Shreya Saxena, and 2 more authors
Cell Reports, May 2022
Muhammad Noman Almani, and Shreya Saxena
In 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), May 2022
Daiyao Yi, and Shreya Saxena
In 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), May 2022
Yongxu Zhang, Catalin Mitelut, Greg Silasi, and 4 more authors
In 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), May 2021
Localized semi-nonnegative matrix factorization (LocaNMF) of widefield calcium imaging data
Shreya Saxena, Ian Kinsella, Simon Musall, and 8 more authors
PLOS Computational Biology, May 2020
Chronic, cortex-wide imaging of specific cell populations during behavior
João Couto, Simon Musall, Xiaonan R. Sun, and 8 more authors
Nature Protocols, May 2020
Shreya Saxena, Sridevi V. Sarma, and Munther Dahleh
Neural Computation, May 2020
Towards the neural population doctrine
Shreya Saxena, and John P Cunningham
Current Opinion in Neurobiology, May 2019
Machine Learning, Big Data, and Neuroscience
BehaveNet: nonlinear embedding and Bayesian neural decoding of behavioral videos
Eleanor Batty, Matthew Whiteway, Shreya Saxena, and 10 more authors
In Advances in Neural Information Processing Systems, May 2019
Shreya Saxena, Sridevi V. Sarma, Shaun R. Patel, and 3 more authors
Frontiers in Systems Neuroscience, May 2019
A novel variational family for hidden nonlinear markov models
Daniel Hernandez, Antonio Khalil Moretti, Ziqiang Wei, and 3 more authors
arXiv preprint arXiv:1811.02459, May 2018
Reconstructing Neural Activity and Kinematics Using a Systems-Level Model of Sensorimotor Control
Shreya Saxena, Raina D’Aleo, Marc Schieber, and Munther Dahleh, Sridevi V. Sarma
In 2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), May 2018
Weighted Population Code for low power neuromorphic image classification
Antonio Jimeno Yepes, Jianbin Tang, Shreya Saxena, and 2 more authors
In 2016 International Joint Conference on Neural Networks (IJCNN), May 2016
A systematic approach to selecting task relevant neurons
Kevin Kahn, Shreya Saxena, Emad Eskandar, and 6 more authors
Journal of Neuroscience Methods, May 2015
Analyzing the effect of an integrate and fire encoder and decoder in feedback
Shreya Saxena, and Munther Dahleh
In 53rd IEEE Conference on Decision and Control, May 2014
Real-Time Decoding of an Integrate and Fire Encoder
Shreya Saxena, and Munther Dahleh
In Advances in Neural Information Processing Systems, May 2014
Aggregate Input-Output Models of Neuronal Populations
Shreya Saxena, Marc H. Schieber, Nitish V. Thakor, and 1 more author
IEEE Transactions on Biomedical Engineering, May 2012
Shreya Saxena, John T. Gale, Emad N. Eskandar, and 1 more author
In 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, May 2011
Point process models show temporal dependencies of basal ganglia nuclei under Deep Brain Stimulation
Shreya Saxena, Sabato Santaniello, Erwin B. Montgomery, and 2 more authors
In 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology, May 2010
Measuring micromotion around a loaded hip stem using μCT imaging
M. Gortchacow, S. Saxena, M. Wettstein, and 2 more authors
Computer Methods in Biomechanics and Biomedical Engineering, May 2009