activity
20172024
most citedGated recurrent units viewed through the lens of continuous time dynamical systems

37 citations · 61 across the 4 of their papers we have counts for

collaborators

6 papers

q-bio.NC2024

Real-Time Machine Learning Strategies for a New Kind of Neuroscience Experiments

Ayesha Vermani, Matthew Dowling, Hyungju Jeon +6

Function and dysfunctions of neural systems are tied to the temporal evolution of neural states. The current limitations in showing their causal role stem largely from the absence…

q-bio.NC2020★ 7 cited

Birhythmic Analog Circuit Maze: A Nonlinear Neurostimulation Testbed

Ian D. Jordan, Il Memming Park

Brain dynamics can exhibit narrow-band nonlinear oscillations and multistability. For a subset of disorders of consciousness and motor control, we hypothesize that some symptoms or…

stat.ML2019★ 12 cited

Streaming Variational Monte Carlo

Yuan Zhao, Josue Nassar, Ian Jordan +2

Nonlinear state-space models are powerful tools to describe dynamical structures in complex time series. In a streaming setting where data are processed one sample at a time, simul…

cs.LG2019★ 37 cited

Gated recurrent units viewed through the lens of continuous time dynamical systems

Ian D. Jordan, Piotr Aleksander Sokol, Il Memming Park

Gated recurrent units (GRUs) are specialized memory elements for building recurrent neural networks. Despite their incredible success on various tasks, including extracting dynamic…

math.DS2018

Generalized Attracting Horseshoe in the Rössler Attractor

Karthik Murthy, Parth Sojitra, Aminur Rahman +2

We show that there is a mildly nonlinear three-dimensional system of ordinary differential equations - realizable by a rather simple electronic circuit - capable of producing a gen…

nlin.CD2017★ 5 cited

Qualitative models and experimental investigation of chaotic NOR gates and set/reset flip-flops

Aminur Rahman, Ian Jordan, Denis Blackmore

It has been observed through experiments and SPICE simulations that logical circuits based upon Chua's circuit exhibit complex dynamical behavior. This behavior can be used to desi…