ResearchTrend.AI
Tree-Structured Recurrent Switching Linear Dynamical Systems for Multi-Scale Modeling
v1v2v3v4v5v6 (latest)

Tree-Structured Recurrent Switching Linear Dynamical Systems for Multi-Scale Modeling

Josue Nassar
Scott W. Linderman
M. Bugallo
Il-Su Park
ArXiv (abs)PDFHTML

Papers citing "Tree-Structured Recurrent Switching Linear Dynamical Systems for Multi-Scale Modeling"

17 / 17 papers shown
Title
Modeling Neural Activity with Conditionally Linear Dynamical Systems
Modeling Neural Activity with Conditionally Linear Dynamical Systems
Victor Geadah
Amin Nejatbakhsh
David Lipshutz
Jonathan W. Pillow
Alex H. Williams
AI4CE
285
0
0
25 Feb 2025
Decision Trees That Remember: Gradient-Based Learning of Recurrent Decision Trees with Memory
Decision Trees That Remember: Gradient-Based Learning of Recurrent Decision Trees with Memory
Sascha Marton
Moritz Schneider
AI4CE
107
0
0
06 Feb 2025
Modeling Latent Neural Dynamics with Gaussian Process Switching Linear Dynamical Systems
Modeling Latent Neural Dynamics with Gaussian Process Switching Linear Dynamical Systems
Amber Hu
D. Zoltowski
Aditya Nair
David Anderson
Lea Duncker
Scott W. Linderman
124
3
0
19 Jul 2024
Experimental study of Neural ODE training with adaptive solver for dynamical systems modeling
Experimental study of Neural ODE training with adaptive solver for dynamical systems modeling
A. Allauzen
Thiago Petrilli Maffei Dardis
Hannah Plath
AI4CE
43
0
0
13 Nov 2022
Decomposed Linear Dynamical Systems (dLDS) for learning the latent components of neural dynamics
Decomposed Linear Dynamical Systems (dLDS) for learning the latent components of neural dynamics
Noga Mudrik
Yenho Chen
Eva Yezerets
Christopher Rozell
Adam S. Charles
87
16
0
07 Jun 2022
Mesoscopic modeling of hidden spiking neurons
Mesoscopic modeling of hidden spiking neurons
Shuqiao Wang
Valentin Schmutz
G. Bellec
W. Gerstner
48
5
0
26 May 2022
Overcoming the Domain Gap in Neural Action Representations
Overcoming the Domain Gap in Neural Action Representations
Semih Günel
Florian Aymanns
S. Honari
Pavan Ramdya
Pascal Fua
62
3
0
02 Dec 2021
Equivariant Deep Dynamical Model for Motion Prediction
Equivariant Deep Dynamical Model for Motion Prediction
Bahar Azari
Deniz Erdoğmuş
46
1
0
02 Nov 2021
Reverse engineering recurrent neural networks with Jacobian switching linear dynamical systems
Reverse engineering recurrent neural networks with Jacobian switching linear dynamical systems
Jimmy T.H. Smith
Scott W. Linderman
David Sussillo
116
30
0
01 Nov 2021
Chaos as an interpretable benchmark for forecasting and data-driven modelling
Chaos as an interpretable benchmark for forecasting and data-driven modelling
W. Gilpin
AI4TS
65
82
0
11 Oct 2021
Neural Latents Benchmark '21: Evaluating latent variable models of neural population activity
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
296
90
0
09 Sep 2021
Bubblewrap: Online tiling and real-time flow prediction on neural manifolds
Bubblewrap: Online tiling and real-time flow prediction on neural manifolds
A. Draelos
Pranjal Gupta
Na Young Jun
Chaichontat Sriworarat
John M. Pearson
AI4CE
15
3
0
31 Aug 2021
Learning non-stationary Langevin dynamics from stochastic observations of latent trajectories
Learning non-stationary Langevin dynamics from stochastic observations of latent trajectories
M. Genkin
Owen K. Hughes
Tatiana A. Engel
69
24
0
29 Dec 2020
Deep Switching Auto-Regressive Factorization:Application to Time Series Forecasting
Deep Switching Auto-Regressive Factorization:Application to Time Series Forecasting
Amirreza Farnoosh
Bahar Azari
Sarah Ostadabbas
BDLAI4TS
70
21
0
10 Sep 2020
Unifying and generalizing models of neural dynamics during decision-making
Unifying and generalizing models of neural dynamics during decision-making
D. Zoltowski
Jonathan W. Pillow
Scott W. Linderman
46
8
0
13 Jan 2020
Streaming Variational Monte Carlo
Streaming Variational Monte Carlo
Yuan Zhao
Josue Nassar
I. Jordan
M. Bugallo
Il Memming Park
BDL
280
21
0
04 Jun 2019
Switching Linear Dynamics for Variational Bayes Filtering
Switching Linear Dynamics for Variational Bayes Filtering
Philip Becker-Ehmck
Jan Peters
Patrick van der Smagt
BDL
73
46
0
29 May 2019