ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling

16 February 2024

Yansen Wang

Dongsheng Li

Papers citing "ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling"

24 / 24 papers shown

Title
Neural Spatiotemporal Point Processes: Trends and Challenges Sumantrak Mukherjee Mouad Elhamdi George Mohler David Selby Yao Xie Sebastian Vollmer Gerrit Grossmann AI4TS 439 1 0 13 Feb 2025
SS4Rec: Continuous-Time Sequential Recommendation with State Space Models Wei Xiao Huiying Wang Qifeng Zhou 186 0 0 12 Feb 2025
Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series Abdul Fatir Ansari Alvin Heng Andre Lim Harold Soh BDL AI4TS 72 15 0 26 Jan 2023
Towards Long-Term Time-Series Forecasting: Feature, Pattern, and Distribution Yan Li Xin Lu Haoyi Xiong Jian Tang Jian Su Bo Jin Dejing Dou AI4TS 40 25 0 05 Jan 2023
On the Parameterization and Initialization of Diagonal State Space Models Albert Gu Ankit Gupta Karan Goel Christopher Ré 86 316 0 23 Jun 2022
Learning Self-Modulating Attention in Continuous Time Space with Applications to Sequential Recommendation Chao Chen Haoyu Geng Nianzu Yang Junchi Yan Daiyue Xue Jianping Yu Xiaokang Yang HAI AI4TS 60 11 0 30 Mar 2022
FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting Tian Zhou Ziqing Ma Qingsong Wen Xue Wang Liang Sun Rong Jin AI4TS 241 1,410 0 30 Jan 2022
Deformable DETR: Deformable Transformers for End-to-End Object Detection Xizhou Zhu Weijie Su Lewei Lu Bin Li Xiaogang Wang Jifeng Dai ViT 218 5,080 0 08 Oct 2020
Neural Rough Differential Equations for Long Time Series James Morrill C. Salvi Patrick Kidger James Foster Terry Lyons AI4TS 71 132 0 17 Sep 2020
Fast and Flexible Temporal Point Processes with Triangular Maps Oleksandr Shchur Nicholas Gao Marin Bilovs Stephan Günnemann 100 35 0 22 Jun 2020
Neural Controlled Differential Equations for Irregular Time Series Patrick Kidger James Morrill James Foster Terry Lyons AI4TS 103 473 0 18 May 2020
Transformer Hawkes Process Simiao Zuo Haoming Jiang Zichong Li T. Zhao H. Zha AI4TS 77 295 0 21 Feb 2020
Self-attention with Functional Time Representation Learning Da Xu Chuanwei Ruan Sushant Kumar Evren Körpeoglu Kannan Achan AI4TS 61 116 0 28 Nov 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 659 24,464 0 26 Jul 2019
Neural Jump Stochastic Differential Equations Junteng Jia Austin R. Benson BDL 65 227 0 24 May 2019
Deep Signature Transforms Patrick Kidger Patrick Kidger Imanol Perez Arribas C. Salvi Terry Lyons SLR 149 131 0 21 May 2019
The UEA multivariate time series classification archive, 2018 A. Bagnall Hoang Anh Dau Jason Lines Michael Flynn J. Large A. Bostrom Paul Southam Eamonn Keogh AI4TS 167 427 0 31 Oct 2018
MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare Edward Choi Cao Xiao Walter F. Stewart Jimeng Sun 149 236 0 22 Oct 2018
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 414 5,111 0 19 Jun 2018
Discrete Event, Continuous Time RNNs Michael C. Mozer Denis Kazakov Robert V. Lindsey 53 55 0 11 Oct 2017
Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks Guokun Lai Wei-Cheng Chang Yiming Yang Hanxiao Liu BDL AI4TS 106 2,007 0 21 Mar 2017
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 310 1,939 0 06 Jun 2016
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 588 12,713 0 11 Dec 2014
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches Kyunghyun Cho B. V. Merrienboer Dzmitry Bahdanau Yoshua Bengio AI4CE AIMat 246 6,779 0 03 Sep 2014