Attentive Neural Controlled Differential Equations for Time-series
Classification and Forecasting

Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting

4 September 2021

Papers citing "Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting"

15 / 15 papers shown

Title
Spatial Shortcuts in Graph Neural Controlled Differential Equations Michael Detzel Gabriel Nobis Jackie Ma Wojciech Samek 34 0 0 25 Oct 2024
Bridging Dynamic Factor Models and Neural Controlled Differential Equations for Nowcasting GDP S. Lim Jeongwhan Choi Noseong Park Sang-Ha Yoon ShinHyuck Kang Young-Min Kim Hyunjoong Kang AIFin AI4TS 36 0 0 13 Sep 2024
GDFlow: Anomaly Detection with NCDE-based Normalizing Flow for Advanced Driver Assistance System Kangjun Lee Minha Kim Youngho Jun Simon S. Woo 41 2 0 09 Sep 2024
Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization Sheo Yon Jhin Seojin Kim Noseong Park AI4TS 31 3 0 29 Jun 2024
Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data YongKyung Oh Dongyoung Lim Sungil Kim AI4TS 43 12 0 22 Feb 2024
ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling Yuqi Chen Kan Ren Yansen Wang Yuchen Fang Weiwei Sun Dongsheng Li AI4TS 68 28 0 16 Feb 2024
Universal Time-Series Representation Learning: A Survey Patara Trirat Yooju Shin Junhyeok Kang Youngeun Nam Jihye Na Minyoung Bae Joeun Kim Byunghyun Kim Jae-Gil Lee AI4TS 75 15 0 08 Jan 2024
Signed Graph Neural Ordinary Differential Equation for Modeling Continuous-time Dynamics Lanlan Chen K. Wu Jian Lou Jing Liu 29 6 0 18 Dec 2023
Long-term Time Series Forecasting based on Decomposition and Neural Ordinary Differential Equations S. Lim Jaehyeon Park Seojin Kim Hyowon Wi Haksoo Lim Jinsung Jeon Jeongwhan Choi Noseong Park AI4TS AI4CE 21 2 0 08 Nov 2023
Learnable Path in Neural Controlled Differential Equations Sheo Yon Jhin Minju Jo Seung-Uk Kook Noseong Park Sungpil Woo Sunhwan Lim 29 5 0 11 Jan 2023
TimeKit: A Time-series Forecasting-based Upgrade Kit for Collaborative Filtering Seoyoung Hong Minju Jo Seung-Uk Kook Jaeeun Jung Hyowon Wi Noseong Park Sung-Bae Cho AI4TS 19 6 0 08 Nov 2022
GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks Jinsung Jeon Jeonghak Kim Haryong Song Seunghyeon Cho Noseong Park AI4TS 85 42 0 05 Oct 2022
LORD: Lower-Dimensional Embedding of Log-Signature in Neural Rough Differential Equations Jaehoon Lee Jinsung Jeon Sheo Yon Jhin Jihyeon Hyeong Jayoung Kim Minju Jo Kook Seungji Noseong Park AI4TS 13 2 0 19 Apr 2022
EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting Sheo Yon Jhin Jaehoon Lee Minju Jo Seung-Uk Kook Jinsung Jeon Jihyeon Hyeong Jayoung Kim Noseong Park AI4TS 30 19 0 19 Apr 2022
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 213 1,897 0 06 Jun 2016