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Aditi Jha

3 accepted papers

2024

Disentangling the Roles of Distinct Cell Classes with Cell-Type Dynamical Systems

NeurIPS 2024spotlight

Latent dynamical systems have been widely used to characterize the dynamics of neural population activity in the brain. However, these models typically ignore the fact that the brain contains multiple cell types. This limits their ability to capture the functional roles of distinct cell classes, and…

Cited by 2SourcePDFScholar
2022

Dynamic Inverse Reinforcement Learning for Characterizing Animal Behavior

NeurIPS 2022accept

Understanding decision-making is a core goal in both neuroscience and psychology, and computational models have often been helpful in the pursuit of this goal. While many models have been developed for characterizing behavior in binary decision-making and bandit tasks, comparatively little work has…

Cited by 42SourcePDFScholar
2021

Factor-analytic inverse regression for high-dimension, small-sample dimensionality reduction

ICML 2021spotlight

Sufficient dimension reduction (SDR) methods are a family of supervised methods for dimensionality reduction that seek to reduce dimensionality while preserving information about a target variable of interest. However, existing SDR methods typically require more observations than the number of dimen…