Emergent behaviour and neural dynamics in artificial agents tracking odour plumes

SH Singh, F van Breugel, RPN Rao… - Nature machine …, 2023 - nature.com
Tracking an odour plume to locate its source under variable wind and plume statistics is a
complex task. Flying insects routinely accomplish such tracking, often over long distances, in …

Generalized neural decoders for transfer learning across participants and recording modalities

SM Peterson, Z Steine-Hanson, N Davis… - Journal of Neural …, 2021 - iopscience.iop.org
Objective. Advances in neural decoding have enabled brain-computer interfaces to perform
increasingly complex and clinically-relevant tasks. However, such decoders are often …

AJILE12: Long-term naturalistic human intracranial neural recordings and pose

SM Peterson, SH Singh, B Dichter, M Scheid, RPN Rao… - Scientific data, 2022 - nature.com
Understanding the neural basis of human movement in naturalistic scenarios is critical for
expanding neuroscience research beyond constrained laboratory paradigms. Here, we …

Learning neural decoders without labels using multiple data streams

SM Peterson, RPN Rao… - Journal of Neural …, 2022 - iopscience.iop.org
Objective. Recent advances in neural decoding have accelerated the development of brain–
computer interfaces aimed at assisting users with everyday tasks such as speaking, walking …

Unsupervised learning of neurosymbolic encoders

E Zhan, JJ Sun, A Kennedy, Y Yue… - arxiv preprint arxiv …, 2021 - arxiv.org
We present a framework for the unsupervised learning of neurosymbolic encoders, which
are encoders obtained by composing neural networks with symbolic programs from a …

Overcoming the Domain Gap in Neural Action Representations

S Günel, F Aymanns, S Honari, P Ramdya… - International Journal of …, 2023 - Springer
Relating behavior to brain activity in animals is a fundamental goal in neuroscience, with
practical applications in building robust brain-machine interfaces. However, the domain gap …

Behavioral and neural variability of naturalistic arm movements

SM Peterson, SH Singh, NXR Wang, RPN Rao… - Eneuro, 2021 - eneuro.org
Motor behaviors are central to many functions and dysfunctions of the brain, and
understanding their neural basis has consequently been a major focus in neuroscience …

Combining video telemetry and wearable MEG for naturalistic imaging

GC O'Neill, RA Seymour, S Mellor, N Alexander… - bioRxiv, 2023 - biorxiv.org
Neuroimaging studies have typically relied on rigorously controlled experimental paradigms
to probe cognition, in which movement is restricted, primitive, an afterthought or merely used …

Overcoming the Domain Gap in Neural Action Representations

S Günel, F Aymanns, S Honari, P Ramdya… - arxiv preprint arxiv …, 2021 - arxiv.org
Relating animal behaviors to brain activity is a fundamental goal in neuroscience, with
practical applications in building robust brain-machine interfaces. However, the domain gap …

Using Animal Motion Capture to Learn Neural Representations

S Günel - 2022 - infoscience.epfl.ch
Understanding behavior from neural activity is a fundamental goal in neuroscience. It has
practical applications in building robust brain-machine interfaces, human-computer …