Publications

Julia C Costacurta, Shaunak Bhandarkar, David M Zoltowski, Scott W Linderman (2024). Structured flexibility in recurrent neural networks via neuromodulation. bioRxiv.

Orren Karniol-Tambour, David M Zoltowski, E Mika Diamanti, Lucas Pinto, Carlos D Brody, David W Tank, Jonathan W Pillow (2024). Modeling state-dependent communication between brain regions with switching nonlinear dynamical systems. The Twelfth International Conference on Learning Representations.

Amber Hu, David Zoltowski, Aditya Nair, David Anderson, Lea Duncker, Scott Linderman (2024). Modeling Latent Neural Dynamics with Gaussian Process Switching Linear Dynamical Systems. arXiv preprint arXiv:2408.03330.

Michael Bukwich, Malcolm G Campbell, David Zoltowski, Lyle Kingsbury, Momchil S Tomov, Joshua Stern, HyungGoo R Kim, Jan Drugowitsch, Scott W Linderman, Naoshige Uchida (2023). Competitive integration of time and reward explains value-sensitive foraging decisions and frontal cortex ramping dynamics. bioRxiv.

David Zoltowski, Diana Cai, Ryan P Adams (2021). Slice sampling reparameterization gradients. Advances in Neural Information Processing Systems.

Felix Pei, Joel Ye, David Zoltowski, Anqi Wu, Raeed H Chowdhury, Hansem Sohn, Joseph E O'Doherty, Krishna v Shenoy, Matthew T Kaufman, Mark Churchland, Others (2021). Neural latents benchmark'21: evaluating latent variable models of neural population activity. arXiv preprint arXiv:2109.04463.

Stephen L Keeley, David M Zoltowski, Mikio C Aoi, Jonathan W Pillow (2020). Modeling statistical dependencies in multi-region spike train data. Current opinion in neurobiology.

Stephen Keeley, David Zoltowski, Yiyi Yu, Spencer Smith, Jonathan Pillow (2020). Efficient non-conjugate Gaussian process factor models for spike count data using polynomial approximations. International conference on machine learning.

David M Zoltowski, Jonathan W Pillow, Scott W Linderman (2020). A general recurrent state space framework for modeling neural dynamics during decision-making. Proceedings of the International Conference on Machine Learning (ICML).

David M Zoltowski, Kenneth W Latimer, Jacob L Yates, Alexander C Huk, Jonathan W Pillow (2019). Discrete stepping and nonlinear ramping dynamics underlie spiking responses of LIP neurons during decision-making. Neuron.