Reverse engineering recurrent neural networks with Jacobian switching linear dynamical systems

1 November 2021

Papers citing "Reverse engineering recurrent neural networks with Jacobian switching linear dynamical systems"

13 / 13 papers shown

Title
Modeling Neural Activity with Conditionally Linear Dynamical Systems Victor Geadah Amin Nejatbakhsh David Lipshutz Jonathan W. Pillow Alex H. Williams AI4CE 43 0 0 25 Feb 2025
Towards Scalable and Stable Parallelization of Nonlinear RNNs Xavier Gonzalez Andrew Warrington Jimmy T.H. Smith Scott W. Linderman 93 8 0 17 Jan 2025
Self-supervised contrastive learning performs non-linear system identification Rodrigo González Laiz Tobias Schmidt Steffen Schneider SSL 39 0 0 18 Oct 2024
Modeling Latent Neural Dynamics with Gaussian Process Switching Linear Dynamical Systems Amber Hu D. Zoltowski Aditya Nair David Anderson Lea Duncker Scott W. Linderman 36 3 0 19 Jul 2024
DFORM: Diffeomorphic vector field alignment for assessing dynamics across learned models Ruiqi Chen Giacomo Vedovati Todd S. Braver ShiNung Ching 19 1 0 15 Feb 2024
Generative learning for nonlinear dynamics William Gilpin AI4CE PINN 60 24 0 07 Nov 2023
Bifurcations and loss jumps in RNN training Lukas Eisenmann Zahra Monfared Niclas Alexander Göring Daniel Durstewitz 19 8 0 26 Oct 2023
On the Dynamics of Learning Time-Aware Behavior with Recurrent Neural Networks Peter DelMastro Rushiv Arora E. Rietman H. Siegelmann AI4TS AI4CE 9 2 0 12 Jun 2023
Generalized Teacher Forcing for Learning Chaotic Dynamics Florian Hess Zahra Monfared Manuela Brenner Daniel Durstewitz AI4CE 27 30 0 07 Jun 2023
Expressive architectures enhance interpretability of dynamics-based neural population models Andrew R. Sedler Chris VerSteeg C. Pandarinath 34 10 0 07 Dec 2022
Beyond accuracy: generalization properties of bio-plausible temporal credit assignment rules Yuhan Helena Liu Arna Ghosh Blake A. Richards E. Shea-Brown Guillaume Lajoie 31 9 0 02 Jun 2022
Neural Latents Benchmark '21: Evaluating latent variable models of neural population activity Felix Pei Joel Ye D. Zoltowski Anqi Wu Raeed H. Chowdhury ... L. Miller Jonathan W. Pillow Il Memming Park Eva L. Dyer C. Pandarinath 50 86 0 09 Sep 2021
Fourier Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 232 2,287 0 18 Oct 2020