10 citations · 10 across the 2 of their papers we have counts for
3 papers
cs.LG2025
Finding separatrices of dynamical flows with Deep Koopman Eigenfunctions
Kabir V. Dabholkar, Omri Barak
Many natural systems, including neural circuits involved in decision making, are modeled as high-dimensional dynamical systems with multiple stable states. While existing analytica…
cs.LG2024
When predict can also explain: few-shot prediction to select better neural latents
Kabir Dabholkar, Omri Barak
Latent variable models serve as powerful tools to infer underlying dynamics from observed neural activity. Ideally, the inferred dynamics should align with true ones. However, due…
q-bio.NC2021★ 10 cited
Charting and navigating the space of solutions for recurrent neural networks
Elia Turner, Kabir Dabholkar, Omri Barak
Recurrent Neural Networks (RNNs) were recently successfully used to model the way neural activity drives task-related behavior in animals, operating under the implicit assumption t…