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Janaki Sheth's Projects

relevance-uncertainty-and-learning-influence-auditory-categorization icon relevance-uncertainty-and-learning-influence-auditory-categorization

Full Paper to be submitted soon. Conference paper accepted at CCN 2022. In this project we analyze how human subjects make decisions in the presence of different kinds of uncertainties - sensory uncertainty, relevance of different stimuli and uncertainty due to learnt expectations.

skorch icon skorch

A scikit-learn compatible neural network library that wraps pytorch

translating-neural-signals-to-speech-using-a-bmi icon translating-neural-signals-to-speech-using-a-bmi

Published Paper: https://iopscience.iop.org/article/10.1088/2057-1976/abf6ab. The aim of this project is to eventually aid patients who have faltering communication abilities. While there are several ongoing efforts in this direction, there are multiple constraints on existing systems. Through our work we seek to overcome some of these constraints.

violation-of-gfdt-in-nonequilibrium-oscillators icon violation-of-gfdt-in-nonequilibrium-oscillators

Published Paper: https://journals.aps.org/prresearch/pdf/10.1103/PhysRevResearch.3.023150 Analysing the generalised fluctuation-dissipation theorem for nonequilibrium systems driven by adaptive forces, i.e. forces whose value depend upon their history.

xppy icon xppy

[UNMAINTAINED] XPPy is Python interface for Bard Ermentrout's XPP.

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