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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
Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting Yong Liu Haixu Wu Jianmin Wang Mingsheng Long AI4TS 84 429 0 28 May 2022
Are Transformers Effective for Time Series Forecasting? Ailing Zeng Mu-Hwa Chen L. Zhang Qiang Xu AI4TS 184 1,839 0 26 May 2022
Do we really need temporal convolutions in action segmentation? Dazhao Du Fuchun Sun Yu Li Zhongang Qi Hui Xiong Ying Shan ViT 72 17 0 26 May 2022
FreDo: Frequency Domain-based Long-Term Time Series Forecasting Fan-Keng Sun Duane S. Boning AI4TS 116 11 0 24 May 2022
Interpretable Feature Engineering for Time Series Predictors using Attention Networks Tian Wang Jie Chen J. Vaughan V. Nair AI4TS 28 0 0 23 May 2022
Instance-Based Uncertainty Estimation for Gradient-Boosted Regression Trees Jonathan Brophy Daniel Lowd 72 10 0 23 May 2022
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Tian Zhou Ziqing Ma Xue Wang Qingsong Wen Liang Sun Tao Yao Wotao Yin Rong Jin AI4TS 197 190 0 18 May 2022
The Power of Fragmentation: A Hierarchical Transformer Model for Structural Segmentation in Symbolic Music Generation Guowei Wu Shipei Liu Xiaoya Fan 64 13 0 17 May 2022
Hero-Gang Neural Model For Named Entity Recognition Jinpeng Hu Yaling Shen Yang Liu Xiang Wan Tsung-Hui Chang 62 15 0 15 May 2022
Adaptive Graph Convolutional Network Framework for Multidimensional Time Series Prediction Ning Wang AI4TS 51 0 0 08 May 2022
MAD: Self-Supervised Masked Anomaly Detection Task for Multivariate Time Series Yiwei Fu Feng Xue AI4TS 36 15 0 04 May 2022
Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version Razvan-Gabriel Cirstea Chenjuan Guo B. Yang Tung Kieu Xuanyi Dong Shirui Pan AI4TS 86 117 0 28 Apr 2022
Transformers in Time-series Analysis: A Tutorial Sabeen Ahmed Ian E. Nielsen Aakash Tripathi Shamoon Siddiqui Ghulam Rasool R. Ramachandran AI4TS 88 165 0 28 Apr 2022
A Call for Clarity in Beam Search: How It Works and When It Stops Jungo Kasai Keisuke Sakaguchi Ronan Le Bras Dragomir R. Radev Yejin Choi Noah A. Smith 104 9 0 11 Apr 2022
Transformer-Based Self-Supervised Learning for Emotion Recognition Juan Vazquez-Rodriguez G. Lefebvre Julien Cumin James L. Crowley 88 25 0 08 Apr 2022
Towards Spatio-Temporal Aware Traffic Time Series Forecasting--Full Version Razvan-Gabriel Cirstea B. Yang Chenjuan Guo Tung Kieu Shirui Pan AI4TS 88 87 0 29 Mar 2022
CT-SAT: Contextual Transformer for Sequential Audio Tagging Yuanbo Hou Zhaoyi Liu Bo Kang Yun Wang Dick Botteldooren ViT 62 5 0 22 Mar 2022
A comparative study of non-deep learning, deep learning, and ensemble learning methods for sunspot number prediction Yuchen Dang Ziqi Chen Heng Li Hai Shu ELM BDL 50 26 0 11 Mar 2022
TiSAT: Time Series Anomaly Transformer Keval Doshi Shatha Abudalou Yasin Yılmaz AI4TS 84 17 0 10 Mar 2022
Multivariate Time Series Forecasting with Latent Graph Inference Victor Garcia Satorras Syama Sundar Rangapuram Tim Januschowski AI4TS 94 30 0 07 Mar 2022
Taming the Long Tail of Deep Probabilistic Forecasting Jedrzej Kozerawski Mayank Sharan Rose Yu AI4TS 58 7 0 27 Feb 2022
Short-term passenger flow prediction for multi-traffic modes: A Transformer and residual network based multi-task learning method Yongjie Yang Jinlei Zhang Lixing Yang Xiaohong Li Ziyou Gao AI4TS 64 18 0 27 Feb 2022
Robust Probabilistic Time Series Forecasting Taeho Yoon Youngsuk Park Ernest K. Ryu Yuyang Wang AAML AI4TS 61 18 0 24 Feb 2022
Learning Fast and Slow for Online Time Series Forecasting Quang Pham Chenghao Liu Doyen Sahoo Guosheng Lin TTA AI4TS 71 35 0 23 Feb 2022
Preformer: Predictive Transformer with Multi-Scale Segment-wise Correlations for Long-Term Time Series Forecasting Dazhao Du Fuchun Sun Zhewei Wei AI4TS 87 51 0 23 Feb 2022
Multivariate Quantile Function Forecaster Kelvin K. Kan Franccois-Xavier Aubet Tim Januschowski Youngsuk Park Konstantinos Benidis Lars Ruthotto Jan Gasthaus AI4TS 104 23 0 23 Feb 2022
Combating Distribution Shift for Accurate Time Series Forecasting via Hypernetworks Wenying Duan Xiaoxi He Lu Zhou Lothar Thiele Hong Rao TTA AI4TS 59 11 0 22 Feb 2022
Transformer Quality in Linear Time Weizhe Hua Zihang Dai Hanxiao Liu Quoc V. Le 147 233 0 21 Feb 2022
ActionFormer: Localizing Moments of Actions with Transformers Chen-Da Liu-Zhang Jianxin Wu Yin Li ViT 116 342 0 16 Feb 2022
What is Next when Sequential Prediction Meets Implicitly Hard Interaction? Kaixi Hu Lin Li Qing Xie Jianquan Liu Xiaohui Tao 64 19 0 14 Feb 2022
Memory-based gaze prediction in deep imitation learning for robot manipulation Heecheol Kim Yoshiyuki Ohmura Yasuo Kuniyoshi 68 14 0 10 Feb 2022
KENN: Enhancing Deep Neural Networks by Leveraging Knowledge for Time Series Forecasting M. A. Chattha L. V. Elst M. I. Malik Andreas Dengel Sheraz Ahmed AI4TS 95 0 0 08 Feb 2022
TACTiS: Transformer-Attentional Copulas for Time Series Alexandre Drouin Étienne Marcotte Nicolas Chapados AI4TS 283 39 0 07 Feb 2022
HERMES: Hybrid Error-corrector Model with inclusion of External Signals for nonstationary fashion time series Etienne David Jean Bellot Sylvain Le Corff 109 2 0 07 Feb 2022
CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting Gerald Woo Chenghao Liu Doyen Sahoo Akshat Kumar Steven C. H. Hoi AI4TS 187 408 0 03 Feb 2022
ETSformer: Exponential Smoothing Transformers for Time-series Forecasting Gerald Woo Chenghao Liu Doyen Sahoo Akshat Kumar Guosheng Lin AI4TS 114 168 0 03 Feb 2022
N-HiTS: Neural Hierarchical Interpolation for Time Series Forecasting Cristian Challu Kin G. Olivares Boris N. Oreshkin Federico Garza Max Mergenthaler-Canseco A. Dubrawski AI4TS 144 284 0 30 Jan 2022
FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting Tian Zhou Ziqing Ma Qingsong Wen Xue Wang Liang Sun Rong Jin AI4TS 274 1,485 0 30 Jan 2022
TransPPG: Two-stream Transformer for Remote Heart Rate Estimate Jiaqi Kang Su Yang Weishan Zhang ViT MedIm 62 20 0 26 Jan 2022
IDEA: Interpretable Dynamic Ensemble Architecture for Time Series Prediction Meng-yue Zha Kani Chen Tong Zhang OOD AI4TS 13 0 0 14 Jan 2022
Time Series Generation with Masked Autoencoder Meng-yue Zha SiuTim Wong Mengqi Liu Tong Zhang Kani Chen SyDa AI4TS 64 17 0 14 Jan 2022
Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting Ling-Hao Chen Donghui Chen Zongjiang Shang Binqing Wu Cen Zheng Bo Wen Wei Zhang AI4TS AI4CE 45 85 0 13 Jan 2022
Classification of Long Sequential Data using Circular Dilated Convolutional Neural Networks Lei Cheng Ruslan Khalitov Tong Yu Zhirong Yang 73 32 0 06 Jan 2022
ChunkFormer: Learning Long Time Series with Multi-stage Chunked Transformer Yue Ju Alka Isac Yimin Nie AI4TS 18 4 0 30 Dec 2021
A Lightweight and Accurate Spatial-Temporal Transformer for Traffic Forecasting Guanyao Li Shuhan Zhong Shueng-Han Gary Chan Ruiyuan Li Chih-Chieh Hung Wen-Chih Peng AI4TS 79 29 0 30 Dec 2021
SSDNet: State Space Decomposition Neural Network for Time Series Forecasting Yang Lin I. Koprinska Mashud Rana BDL AI4TS 77 32 0 19 Dec 2021
Trading with the Momentum Transformer: An Intelligent and Interpretable Architecture Kieran Wood Sven Giegerich Stephen J. Roberts S. Zohren AI4TS AIFin 81 21 0 16 Dec 2021
Scale-Aware Neural Architecture Search for Multivariate Time Series Forecasting Donghui Chen Ling-Hao Chen Zongjiang Shang Youdong Zhang Bo Wen Chenghu Yang AI4TS 73 7 0 14 Dec 2021
Event-Aware Multimodal Mobility Nowcasting Zhaonan Wang Renhe Jiang Hao Xue Flora D. Salim Xuan Song Ryosuke Shibasaki 85 37 0 14 Dec 2021
Translating Human Mobility Forecasting through Natural Language Generation Hao Xue Flora D. Salim Yongli Ren C. Clarke AI4TS 40 23 0 13 Dec 2021