Tanoh, I. C., Deistler, M., Macke, J. H., & Linderman, S. W. (2025). Identifying multi-compartment Hodgkin-Huxley models with high-density extracellular voltage recordings. (Under Review).
arXiv
Gonzalez*, X., Kozachkov*, L., Zoltowski, D. M., Clarkson, K. L., & Linderman, S. W. (2025). Predictability Enables Parallelization of Nonlinear State Space Models. (Under Review).
Lee, H. D., Jha, A., Clarke, S. E., Silvernagel, M. P., Nuyujukian, P., & Linderman, S. W. (2025). Stiefel Manifold Dynamical Systems for Tracking Representational Drift. (Under Review).
Hu*, A., Smith*, H., & Linderman, S. W. (2025). SING: SDE Inference via Natural Gradients. ArXiv Preprint Arxiv:2506.17796.
arXiv
Code
Zoltowski*, D. M., Wu*, S., Gonzalez, X., Kozachkov, L., & Linderman, S. W. (2025). Parallelizing MCMC Across the Sequence Length. (Under Review).
Saad-Falcon*, J., Buchanan*, E. K., Chen*, M. F., Huang, T.-H., McLaughlin, B., Bhathal, T., Zhu, S., Athiwaratkun, B., Sala, F., Linderman, S. W., Mirhoseini, A., & Re, C. (2025). Weaver: Shrinking the Generation-Verification Gap by Scaling Compute for Verification. ArXiv Preprint 2506.18203.
arXiv
Zhao, Y., Shi, J., Chen, F., Druckmann, S., Mackey, L., & Linderman, S. W. (2025). Informed Correctors for Discrete Diffusion Models. ArXiv Preprint Arxiv:2407.21243.
arXiv
Narayan*, A., Biderman*, D., Eyuboglu*, S., May, A., Linderman, S., Zou, J., & Re, C. (2025). Minions: Cost-efficient Collaboration Between On-device and Cloud Language Models. International Conference on Machine Learning (ICML).
arXiv
Code
Linderman, R. W., Chen, Y., & Linderman, S. W. (2025). A Bayesian Nonparametric Perspective on Mahalanobis Distance for Out of Distribution Detection. ArXiv Preprint ArXiv:2502.08695.
arXiv
Code
Versteeg, C., McCart, J. D., Ostrow, M., Zoltowski, D. M., Washington, C. B., Driscoll, L., Codol, O., Michaels, J. A., Linderman, S. W., Sussillo, D., & others. (2025). Computation-through-Dynamics Benchmark: Simulated datasets and quality metrics for dynamical models of neural activity. BioRxiv, 2025–2002.
bioRxiv
Nair, A., Vinograd, A., Liu, M., Mountoufaris, G., Linderman, S. W., & Anderson, D. J. (2025). The neural computation of affective internal states in the hypothalamus: a dynamical systems perspective.
(under review)
Weinreb, C., Kannan, L. T., Newman-Boulle, A., Gillis, W. F., Plotnikoff, A., Makowska, S., Pearl, J. E., Osman, M. A. M., Linderman, S. W., & Datta, S. R. (2025). Spontaneous behavior is a succession of self-directed tasks.
(under review)
Levy, D., Gillis, W., Weinreb, C., Mei, M., Brann, D., Hunter, N., Anyoha, J. K. A. R., Linderman, S. W., & Datta, S. R. (2025). Natural behavior embodies a continuous aging clock.
(under review)
Linderman, S. W., Chang, P., Harper-Donnelly, G., Kara, A., Li, X., Duran-Martin, G., & Murphy, K. (2025). Dynamax: A Python package for probabilistic state space modeling with JAX. Journal of Open Source Software, 10(108), 7069. https://doi.org/10.21105/joss.07069
Paper
Code