A Differentiable Partially Observable Generalized Linear Model with Forward-Backward Message Passing

C Li, W Li, Y Wang, A Wu - Forty-first International Conference on …, 2024 - openreview.net
The partially observable generalized linear model (POGLM) is a powerful tool for
understanding neural connectivities under the assumption of existing hidden neurons. With …

Exploring Behavior-Relevant and Disentangled Neural Dynamics with Generative Diffusion Models

Y Wang, C Li, W Li, A Wu - arXiv preprint arXiv:2410.09614, 2024 - arxiv.org
Understanding the neural basis of behavior is a fundamental goal in neuroscience. Current
research in large-scale neuro-behavioral data analysis often relies on decoding models …

A Differentiable POGLM with Forward-Backward Message Passing

C Li, W Li, Y Wang, A Wu - arXiv preprint arXiv:2402.01263, 2024 - arxiv.org
The partially observable generalized linear model (POGLM) is a powerful tool for
understanding neural connectivity under the assumption of existing hidden neurons. With …