publications

2025

  1. jacobian.png
    Characterizing control between interacting subsystems with deep Jacobian estimation
    Adam J. Eisen, Mitchell Ostrow, Sarthak Chandra, and 3 more authors
    arxiv, 2025
  2. Computation-through-Dynamics Benchmark: Simulated datasets and quality metrics for dynamical models of neural activity
    Christopher Versteeg, Jonathan D. McCart, Mitchell Ostrow, and 8 more authors
    bioRxiv, 2025

2024

  1. horseastronaut.jpg
    How Diffusion Models Learn to Factorize and Compose
    Qiyao Liang, Ziming Liu, Mitchell Ostrow, and 1 more author
    Neural Information Processing Systems, 2024
  2. Does Maximizing Neural Regression Scores Teach Us About The Brain?
    Rylan Schaeffer, Mikail Khona, Sarthak Chandra, and 3 more authors
    UniReps: 2nd Edition of the Workshop on Unifying Representations in Neural Models, 2024
  3. delayembed.png
    Delay Embedding Theory of Neural Sequence Models
    Mitchell Ostrow, Adam Eisen, and Ila Fiete
    International Conference on Machine Learning (ICML) workshop on Next Generation Sequence Modeling, 2024

2023

  1. torus.jpeg
    Beyond Geometry: Comparing the Temporal Structure of Computation in Neural Circuits with Dynamical Similarity Analysis
    Mitchell Ostrow, Adam Eisen, Leo Kozachkov, and 1 more author
    Neural Information Processing Systems, 2023
  2. cogsci.jpg
    Predictive Models are not Enough for Explanation-Seeking Curiosity: A Case Study.
    Hokyung Sung, and Mitchell Ostrow
    In Curiosity, Creativity and Complexity Conference, 2023
  3. lstm.png
    Network Dimensions Alter Reversal Learning Strategies
    In Computational and Systems Neuroscience (COSYNE), 2023
  4. torus.jpeg
    Beyond Geometry: Comparing the Temporal Structure of Computation in Neural Circuits with Dynamic Similarity Analysis.
    M.B. Ostrow, A.J. Eisen, L Kozachkov, and 1 more author
    In Cognitive Computational Neuroscience (CCN), selected as an oral presentation (5%), 2023
  5. torus.jpeg
    Beyond Geometry: Comparing the Temporal Structure of Computation in Neural Circuits with Dynamic Similarity Analysis.
    M.B. Ostrow, A.J. Eisen, L Kozachkov, and 1 more author
    In Computational Systems Neuroscience Conference (COSYNE), selected as an oral presentation (2%), 2023
  6. cogsci.jpg
    Do Deep Neural Networks Have Concepts?
    Mitchell Ostrow, Tony Chen, Cedegao Zhang, and 1 more author
    2023
  7. Investigating the Interplay of Anatomical, Biophysical, and Functional Modularity in Task-Optimized RNNs
    Mitchell Ostrow, Hokyung Sung, and Ila Fiete
    2023

2022

  1. lstm.png
    Representational Geometry of Social Inference and Generalization in a Competitive Game
    Mitchell Ostrow, G.R. Yang, and H. Seo
    Robotics: Science and Systems , 2022
  2. lstm.png
    Neural Representations of Opponent Strategy Support the Adaptive Behavior of Recurrent Actor-Critics in a Competitive Game
    Mitchell Ostrow, G.R. Yang, and H. Seo
    In Computational and Systems Neuroscience (COSYNE), 2022
  3. lstm.png
    Representational Geometry of Social Inference and Generalization in a Competitive Game
    Mitchell Ostrow, G.R. Yang, and H. Seo
    2022

2021

  1. Examining the Viability of Computational Psychiatry: Approaches into the Future
    Mitchell Ostrow
    Yale Undergraduate Research Journal, 2021