| 2025 | ICML | Cost-efficient Collaboration between On-device and Cloud Language Models. | Avanika Narayan, Dan Biderman, Sabri Eyuboglu, Avner May, Scott W. Linderman, James Zou, Christopher R |
| 2023 | ICLR | Simplified State Space Layers for Sequence Modeling. | Jimmy T. H. Smith, Andrew Warrington, Scott W. Linderman |
| 2023 | ICML | Revisiting Structured Variational Autoencoders. | Yixiu Zhao, Scott W. Linderman |
| 2022 | CogSci | Looking into the past: Eye-tracking mental simulation in physical inference. | Ari Beller, Yingchen Xu, Scott W. Linderman, Tobias Gerstenberg |
| 2021 | AISTATS | Animal pose estimation from video data with a hierarchical von Mises-Fisher-Gaussian model. | Libby Zhang, Tim Dunn, Jesse Marshall, Bence Olveczky, Scott W. Linderman |
| 2020 | ICML | A general recurrent state space framework for modeling neural dynamics during decision-making. | David M. Zoltowski, Jonathan W. Pillow, Scott W. Linderman |
| 2019 | ICLR | Tree-Structured Recurrent Switching Linear Dynamical Systems for Multi-Scale Modeling. | Josue Nassar, Scott W. Linderman, Mnica F. Bugallo, Il Memming Park |
| 2018 | ACSSC | Learning Structured Neural Dynamics From Single Trial Population Recording. | Josue Nassar, Scott W. Linderman, Yuan Zhao, Mnica F. Bugallo, Il Memming Park |
| 2018 | AISTATS | Reparameterizing the Birkhoff Polytope for Variational Permutation Inference. | Scott W. Linderman, Gonzalo E. Mena, Hal James Cooper, Liam Paninski, John P. Cunningham |
| 2018 | AISTATS | Variational Sequential Monte Carlo. | Christian A. Naesseth, Scott W. Linderman, Rajesh Ranganath, David M. Blei |
| 2018 | ICLR | Learning Latent Permutations with Gumbel-Sinkhorn Networks. | Gonzalo E. Mena, David Belanger, Scott W. Linderman, Jasper Snoek |
| 2017 | AISTATS | Bayesian Learning and Inference in Recurrent Switching Linear Dynamical Systems. | Scott W. Linderman, Matthew J. Johnson, Andrew C. Miller, Ryan P. Adams, David M. Blei, Liam Paninski |
| 2017 | AISTATS | Reparameterization Gradients through Acceptance-Rejection Sampling Algorithms. | Christian A. Naesseth, Francisco J. R. Ruiz, Scott W. Linderman, David M. Blei |
| 2014 | ICML | Discovering Latent Network Structure in Point Process Data. | Scott W. Linderman, Ryan P. Adams |