Discrete Event, Continuous Time RNNs

11 October 2017

Papers citing "Discrete Event, Continuous Time RNNs"

19 / 19 papers shown

Title
Learning to Decouple Complex Systems Zihan Zhou Tianshu Yu BDL 79 4 0 17 Feb 2025
Irregularity-Informed Time Series Analysis: Adaptive Modelling of Spatial and Temporal Dynamics L. Zheng Zhengyang Li Chang Dong W. Zhang Lin Yue Miao Xu Olaf Maennel Weitong Chen AI4TS 43 1 0 16 Oct 2024
Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data YongKyung Oh Dongyoung Lim Sungil Kim AI4TS 47 13 0 22 Feb 2024
Time-Parameterized Convolutional Neural Networks for Irregularly Sampled Time Series Chrysoula Kosma Giannis Nikolentzos Michalis Vazirgiannis AI4TS 27 5 0 06 Aug 2023
Probabilistic Learning of Multivariate Time Series with Temporal Irregularity Yijun Li Cheuk Hang Leung Qi Wu AI4TS 31 1 0 15 Jun 2023
Anamnesic Neural Differential Equations with Orthogonal Polynomial Projections E. Brouwer Rahul G. Krishnan AI4TS 22 0 0 03 Mar 2023
Continuous Depth Recurrent Neural Differential Equations Srinivas Anumasa Geetakrishnasai Gunapati P. K. Srijith AI4TS 26 0 0 28 Dec 2022
Stop&Hop: Early Classification of Irregular Time Series Thomas Hartvigsen Walter Gerych Jidapa Thadajarassiri Xiangnan Kong Elke A. Rundensteiner AI4TS 47 13 0 21 Aug 2022
DeepJoint: Robust Survival Modelling Under Clinical Presence Shift Vincent Jeanselme G. Martin Niels Peek M. Sperrin Brian D. M. Tom Jessica Barrett OOD 34 4 0 26 May 2022
GRU-TV: Time- and velocity-aware GRU for patient representation on multivariate clinical time-series data Ningtao Liu Ruoxi Gao Jing Yuan Calire Park Shuwei Xing S. Gou CML AI4TS 25 1 0 04 May 2022
Task-Synchronized Recurrent Neural Networks Mantas Lukovsevivcius Arnas Uselis AI4TS 36 2 0 11 Apr 2022
Causal Navigation by Continuous-time Neural Networks Charles J. Vorbach Ramin Hasani Alexander Amini Mathias Lechner Daniela Rus 31 47 0 15 Jun 2021
Multi-Time Attention Networks for Irregularly Sampled Time Series Satya Narayan Shukla Benjamin M. Marlin AI4TS 111 186 0 25 Jan 2021
Continuous Ant-Based Neural Topology Search A. ElSaid Joshua Karns Zimeng Lyu Alexander Ororbia Travis J. Desell 30 3 0 21 Nov 2020
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 44 79 0 17 Sep 2020
Context-Aware Attentive Knowledge Tracing Aritra Ghosh Neil T. Heffernan Andrew Lan AI4Ed HAI 27 367 0 24 Jul 2020
Neural Controlled Differential Equations for Irregular Time Series Patrick Kidger James Morrill James Foster Terry Lyons AI4TS 32 451 0 18 May 2020
Latent ODEs for Irregularly-Sampled Time Series Yulia Rubanova Ricky T. Q. Chen David Duvenaud BDL AI4TS 31 252 0 08 Jul 2019
Benchmarking Deep Learning Architectures for Predicting Readmission to the ICU and Describing Patients-at-Risk S. Barbieri James Kemp O. Perez-Concha S. Kotwal M. Gallagher A. Ritchie Louisa R Jorm 22 75 0 21 May 2019