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Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting

29 June 2019

Papers citing "Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting"

50 / 503 papers shown

Title
Monash Time Series Forecasting Archive Rakshitha Godahewa Christoph Bergmeir Geoffrey I. Webb Rob J. Hyndman Pablo Montero-Manso AI4TS 79 162 0 14 May 2021
Deep Time Series Forecasting with Shape and Temporal Criteria Vincent Le Guen Nicolas Thome AI4TS 75 30 0 09 Apr 2021
Learnable Dynamic Temporal Pooling for Time Series Classification Dongha Lee Seonghyeon Lee Hwanjo Yu AI4TS 90 28 0 02 Apr 2021
DEALIO: Data-Efficient Adversarial Learning for Imitation from Observation F. Torabi Garrett A. Warnell Yufei Xu 89 5 0 31 Mar 2021
Causal Hidden Markov Model for Time Series Disease Forecasting Jing Li Botong Wu Xinwei Sun Yizhou Wang CML OOD 62 30 0 30 Mar 2021
Historical Inertia: A Neglected but Powerful Baseline for Long Sequence Time-series Forecasting Yue Cui Jiandong Xie Kai Zheng AI4TS 53 58 0 30 Mar 2021
A Practical Survey on Faster and Lighter Transformers Quentin Fournier G. Caron Daniel Aloise 137 104 0 26 Mar 2021
Gated Transformer Networks for Multivariate Time Series Classification Minghao Liu Shengqi Ren Siyuan Ma Jiahui Jiao Yizhou Chen Zhiguang Wang Wei Song AI4TS 70 137 0 26 Mar 2021
Random Feature Attention Hao Peng Nikolaos Pappas Dani Yogatama Roy Schwartz Noah A. Smith Lingpeng Kong 136 362 0 03 Mar 2021
Improving Neural Networks for Time Series Forecasting using Data Augmentation and AutoML Indrajeet Javeri Mohammadhossein Toutiaee I. Arpinar Tom W. Miller John A. Miller AI4TS 71 17 0 02 Mar 2021
Missing Value Imputation on Multidimensional Time Series Parikshit Bansal Prathamesh Deshpande Sunita Sarawagi AI4TS 154 67 0 02 Mar 2021
SparseBERT: Rethinking the Importance Analysis in Self-attention Han Shi Jiahui Gao Xiaozhe Ren Hang Xu Xiaodan Liang Zhenguo Li James T. Kwok 97 54 0 25 Feb 2021
Evolving Attention with Residual Convolutions Yujing Wang Yaming Yang Jiangang Bai Mingliang Zhang Jing Bai Jiahao Yu Ce Zhang Gao Huang Yunhai Tong ViT 112 34 0 20 Feb 2021
Domain Adaptation for Time Series Forecasting via Attention Sharing Xiaoyong Jin Youngsuk Park Danielle C. Maddix Bernie Wang Xifeng Yan TTA OOD AI4TS 183 78 0 13 Feb 2021
Feature Selection for Multivariate Time Series via Network Pruning Kang Gu Soroush Vosoughi T. Prioleau AI4TS 50 5 0 11 Feb 2021
NAST: Non-Autoregressive Spatial-Temporal Transformer for Time Series Forecasting Kai Chen Guang Chen Dan Xu Lijun Zhang Yuyao Huang Alois C. Knoll AI4TS 48 22 0 10 Feb 2021
Synergetic Learning of Heterogeneous Temporal Sequences for Multi-Horizon Probabilistic Forecasting Longyuan Li Jihai Zhang Junchi Yan Yaohui Jin Yunhao Zhang Yanjie Duan Guangjian Tian AI4TS 51 17 0 31 Jan 2021
Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting Kashif Rasul Calvin Seward Ingmar Schuster Roland Vollgraf DiffM 173 320 0 28 Jan 2021
Adjusting for Autocorrelated Errors in Neural Networks for Time Series Fan-Keng Sun C. Lang Duane S. Boning OOD AI4TS 107 28 0 28 Jan 2021
Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting Nam H. Nguyen Brian Quanz BDL AI4TS 209 71 0 25 Jan 2021
Multi-Task Time Series Forecasting With Shared Attention Zekai Chen Jiaze E Xiao Zhang Hao Sheng Xiuzhen Cheng AI4TS 86 20 0 24 Jan 2021
Discrete Graph Structure Learning for Forecasting Multiple Time Series Chao Shang Jie Chen J. Bi CML BDL AI4TS 178 242 0 18 Jan 2021
Series Saliency: Temporal Interpretation for Multivariate Time Series Forecasting Qingyi Pan Wenbo Hu Jun Zhu FAtt AI4TS 43 7 0 16 Dec 2020
An Empirical Study of Explainable AI Techniques on Deep Learning Models For Time Series Tasks U. Schlegel Daniela Oelke Daniel A. Keim Mennatallah El-Assady AI4TS 26 14 0 08 Dec 2020
Detecting Video Game Player Burnout with the Use of Sensor Data and Machine Learning Anton Smerdov A. Somov Evgeny Burnaev Bo Zhou P. Lukowicz 23 19 0 29 Nov 2020
Explainable Multivariate Time Series Classification: A Deep Neural Network Which Learns To Attend To Important Variables As Well As Informative Time Intervals Tsung-Yu Hsieh Suhang Wang Yiwei Sun Vasant Honavar BDL AI4TS FAtt 29 9 0 23 Nov 2020
Bridging Physics-based and Data-driven modeling for Learning Dynamical Systems Rui Wang Danielle C. Maddix Christos Faloutsos Bernie Wang Rose Yu OOD AI4CE 53 53 0 20 Nov 2020
Hurricane Forecasting: A Novel Multimodal Machine Learning Framework L. Boussioux C. Zeng Théo Guénais Dimitris Bertsimas 64 40 0 11 Nov 2020
Peak Detection On Data Independent Acquisition Mass Spectrometry Data With Semisupervised Convolutional Transformers Leon L. Xu H. Röst 19 1 0 26 Oct 2020
Inter-Series Attention Model for COVID-19 Forecasting Xiaoyong Jin Yu Wang Xifeng Yan AI4TS 63 38 0 25 Oct 2020
Probabilistic Time Series Forecasting with Structured Shape and Temporal Diversity Vincent Le Guen Nicolas Thome AI4TS 87 27 0 14 Oct 2020
A Transformer-based Framework for Multivariate Time Series Representation Learning George Zerveas Srideepika Jayaraman Dhaval Patel A. Bhamidipaty Carsten Eickhoff AI4TS 109 949 0 06 Oct 2020
Rank Position Forecasting in Car Racing Bo Peng Jiayu Li Selahattin Akkas Fugang Wang Takuya Araki Ohno Yoshiyuki J. Qiu BDL 64 6 0 04 Oct 2020
MQTransformer: Multi-Horizon Forecasts with Context Dependent and Feedback-Aware Attention Carson Eisenach Yagna Patel Dhruv Madeka AI4TS 107 37 0 30 Sep 2020
N-BEATS neural network for mid-term electricity load forecasting Boris N. Oreshkin Grzegorz Dudek Paweł Pełka Ekaterina Turkina AI4TS 50 84 0 24 Sep 2020
Neural Rough Differential Equations for Long Time Series James Morrill C. Salvi Patrick Kidger James Foster Terry Lyons AI4TS 90 133 0 17 Sep 2020
Deep Switching Auto-Regressive Factorization:Application to Time Series Forecasting Amirreza Farnoosh Bahar Azari Sarah Ostadabbas BDL AI4TS 73 22 0 10 Sep 2020
FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting Boris N. Oreshkin A. Amini Lucy Coyle Mark Coates AI4TS 110 101 0 30 Jul 2020
Dynamic Relational Inference in Multi-Agent Trajectories Ruichao Xiao Manish Kumar Singh Rose Yu 125 2 0 16 Jul 2020
The Monte Carlo Transformer: a stochastic self-attention model for sequence prediction Alice Martin Charles Ollion Florian Strub Sylvain Le Corff Olivier Pietquin 55 6 0 15 Jul 2020
Deep Contextual Clinical Prediction with Reverse Distillation Rohan Kodialam Rebecca Boiarsky Justin Lim Neil Dixit Aditya Sai David Sontag 60 25 0 10 Jul 2020
Low-Rank Autoregressive Tensor Completion for Multivariate Time Series Forecasting Xinyu Chen Lijun Sun AI4TS 63 21 0 18 Jun 2020
The Effectiveness of Discretization in Forecasting: An Empirical Study on Neural Time Series Models Stephan Rabanser Tim Januschowski Valentin Flunkert David Salinas Jan Gasthaus BDL AI4TS 80 20 0 20 May 2020
Time Series Forecasting With Deep Learning: A Survey Bryan Lim S. Zohren AI4TS AI4CE 128 1,254 0 28 Apr 2020
Correlation-aware Unsupervised Change-point Detection via Graph Neural Networks Ruohong Zhang Yu Hao Donghan Yu Wei-Cheng Chang Guokun Lai Yiming Yang 45 1 0 24 Apr 2020
Deep Learning for Time Series Forecasting: Tutorial and Literature Survey Konstantinos Benidis Syama Sundar Rangapuram Valentin Flunkert Bernie Wang Danielle C. Maddix ... David Salinas Lorenzo Stella François-Xavier Aubet Laurent Callot Tim Januschowski AI4TS 99 201 0 21 Apr 2020
TraDE: Transformers for Density Estimation Rasool Fakoor Pratik Chaudhari Jonas W. Mueller Alex Smola 86 30 0 06 Apr 2020
Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows Kashif Rasul Abdul-Saboor Sheikh Ingmar Schuster Urs M. Bergmann Roland Vollgraf BDL AI4TS AI4CE 137 187 0 14 Feb 2020
ForecastNet: A Time-Variant Deep Feed-Forward Neural Network Architecture for Multi-Step-Ahead Time-Series Forecasting J. Dabrowski Yifan Zhang Ashfaqur Rahman AI4TS 33 36 0 11 Feb 2020
Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting Bryan Lim Sercan O. Arik Nicolas Loeff Tomas Pfister AI4TS 147 1,499 0 19 Dec 2019