Collaborative Imputation of Urban Time Series through Cross-city Meta-learning

20 January 2025

Papers citing "Collaborative Imputation of Urban Time Series through Cross-city Meta-learning"

44 / 44 papers shown

Title
TinyViM: Frequency Decoupling for Tiny Hybrid Vision Mamba Xiaowen Ma Zhenliang Ni Xinghao Chen Mamba 120 2 0 26 Nov 2024
Channel-Aware Low-Rank Adaptation in Time Series Forecasting Tong Nie Yuewen Mei Guoyang Qin Jiangming Sun Wei Ma BDL AI4TS 62 9 0 24 Jul 2024
Generalizable Implicit Neural Representation As a Universal Spatiotemporal Traffic Data Learner Tong Nie Guoyang Qin Wei Ma Jian Sun 76 1 0 13 Jun 2024
Self-Supervised Learning of Time Series Representation via Diffusion Process and Imputation-Interpolation-Forecasting Mask Zineb Senane Lele Cao V. Buchner Yusuke Tashiro Lei You P. Herman Mats Nordahl Ruibo Tu Vilhelm von Ehrenheim DiffM AI4TS 94 12 0 09 May 2024
Spatiotemporal Implicit Neural Representation as a Generalized Traffic Data Learner Tong Nie Guoyang Qin Wei Ma Jiangming Sun 62 9 0 06 May 2024
COLA: Cross-city Mobility Transformer for Human Trajectory Simulation Yu Wang Tongya Zheng Yuxuan Liang Shunyu Liu Mingli Song 63 16 0 04 Mar 2024
Continuous Field Reconstruction from Sparse Observations with Implicit Neural Networks Xihaier Luo Wei Xu Yihui Ren Shinjae Yoo B. Nadiga 77 12 0 21 Jan 2024
ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation Tong Nie Guoyang Qin Wei Ma Yuewen Mei Jiangming Sun AI4TS AI4CE 90 36 0 04 Dec 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 155 123 0 16 Oct 2023
Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis Zezhi Shao Fei Wang Yongjun Xu Wei Wei Chengqing Yu ... Guangyin Jin Xin Cao Gao Cong Christian S. Jensen Xueqi Cheng AI4TS 74 71 0 09 Oct 2023
Locality-Aware Generalizable Implicit Neural Representation Doyup Lee Chiheon Kim Minsu Cho Wook-Shin Han 87 12 0 09 Oct 2023
Time Series Continuous Modeling for Imputation and Forecasting with Implicit Neural Representations E. L. Naour Louis Serrano Léon Migus Yuan Yin G. Agoua Nicolas Baskiotis Patrick Gallinari Vincent Guigue BDL AI4TS 83 11 0 09 Jun 2023
A Survey on Time-Series Pre-Trained Models Qianli Ma Ziqiang Liu Zhenjing Zheng Ziyang Huang Siying Zhu Zhongzhong Yu James T. Kwok AI4TS 98 55 0 18 May 2023
The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting Lu Han Han-Jia Ye De-Chuan Zhan AI4TS 103 100 0 11 Apr 2023
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey G. Jin Yuxuan Liang Yuchen Fang Zezhi Shao Jincai Huang Junbo Zhang Yu Zheng AI4TS AI4CE 133 206 0 25 Mar 2023
Polynomial Implicit Neural Representations For Large Diverse Datasets Rajhans Singh Ankita Shukla Pavan Turaga AI4CE 81 24 0 20 Mar 2023
PriSTI: A Conditional Diffusion Framework for Spatiotemporal Imputation Mingzhe Liu Han Huang Hao Feng Leilei Sun Bowen Du Yanjie Fu DiffM 91 55 0 20 Feb 2023
Laplacian Convolutional Representation for Traffic Time Series Imputation Xinyu Chen Zhanhong Cheng HanQin Cai Nicolas Saunier Lijun Sun AI4TS 88 18 0 03 Dec 2022
Low-Rank Tensor Function Representation for Multi-Dimensional Data Recovery Yisi Luo Xile Zhao Zhemin Li Michael K. Ng Deyu Meng 87 40 0 01 Dec 2022
Generalizable Implicit Neural Representations via Instance Pattern Composers Chiheon Kim Doyup Lee Saehoon Kim Minsu Cho Wook-Shin Han AI4CE 86 25 0 23 Nov 2022
HyperTime: Implicit Neural Representation for Time Series Elizabeth Fons Alejandro Sztrajman Yousef El-Laham Alexandros Iosifidis Svitlana Vyetrenko AI4TS 74 23 0 11 Aug 2022
Learning Deep Time-index Models for Time Series Forecasting Gerald Woo Chenghao Liu Doyen Sahoo Akshat Kumar Guosheng Lin AI4TS AI4CE 80 29 0 13 Jul 2022
Truncated tensor Schatten p-norm based approach for spatiotemporal traffic data imputation with complicated missing patterns Tong Nie Guoyang Qin Jian Sun 82 53 0 19 May 2022
SAITS: Self-Attention-based Imputation for Time Series Wenjie Du David Cote Yang Liu AI4TS 100 258 0 17 Feb 2022
Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities Yihong Tang Ao Qu A. Chow W. Lam S. Wong Wei-Ying Ma AI4TS 183 58 0 08 Feb 2022
From data to functa: Your data point is a function and you can treat it like one Emilien Dupont Hyunjik Kim S. M. Ali Eslami Danilo Jimenez Rezende Dan Rosenbaum TDI 3DPC 246 159 0 28 Jan 2022
A Structured Dictionary Perspective on Implicit Neural Representations Gizem Yüce Guillermo Ortiz-Jiménez Beril Besbinar P. Frossard 91 90 0 03 Dec 2021
Learning Signal-Agnostic Manifolds of Neural Fields Yilun Du Katherine M. Collins J. Tenenbaum Vincent Sitzmann MedIm 85 50 0 11 Nov 2021
Low-Rank Hankel Tensor Completion for Traffic Speed Estimation Xudong Wang Yuankai Wu Dingyi Zhuang Lijun Sun 61 41 0 21 May 2021
Modulated Periodic Activations for Generalizable Local Functional Representations Ishit Mehta Michael Gharbi Connelly Barnes Eli Shechtman R. Ramamoorthi Manmohan Chandraker 67 159 0 08 Apr 2021
COIN: COmpression with Implicit Neural representations Emilien Dupont Adam Goliñski Milad Alizadeh Yee Whye Teh Arnaud Doucet 91 227 0 03 Mar 2021
Quantifying Spatial Homogeneity of Urban Road Networks via Graph Neural Networks Jiawei Xue Nan Jiang Senwei Liang Qiyuan Pang Takahiro Yabe S. Ukkusuri Jianzhu Ma 59 28 0 01 Jan 2021
Learning Continuous Image Representation with Local Implicit Image Function Yinbo Chen Sifei Liu Xiaolong Wang SSL SupR CLL 102 681 0 16 Dec 2020
Learning from Irregularly-Sampled Time Series: A Missing Data Perspective Steven Cheng-Xian Li Benjamin M. Marlin AI4TS 55 56 0 17 Aug 2020
Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains Matthew Tancik Pratul P. Srinivasan B. Mildenhall Sara Fridovich-Keil N. Raghavan Utkarsh Singhal R. Ramamoorthi Jonathan T. Barron Ren Ng 135 2,449 0 18 Jun 2020
MetaSDF: Meta-learning Signed Distance Functions Vincent Sitzmann E. R. Chan Richard Tucker Noah Snavely Gordon Wetzstein 67 251 0 17 Jun 2020
Implicit Neural Representations with Periodic Activation Functions Vincent Sitzmann Julien N. P. Martel Alexander W. Bergman David B. Lindell Gordon Wetzstein AI4TS 174 2,579 0 17 Jun 2020
Missing Not at Random in Matrix Completion: The Effectiveness of Estimating Missingness Probabilities Under a Low Nuclear Norm Assumption Wei-Ying Ma George H. Chen 136 52 0 28 Oct 2019
Interpolation-Prediction Networks for Irregularly Sampled Time Series Satya Narayan Shukla Benjamin M. Marlin AI4TS 3DH 70 148 0 13 Sep 2019
Deep Learning for Spatio-Temporal Data Mining: A Survey Senzhang Wang Jiannong Cao Philip S. Yu AI4TS 97 568 0 11 Jun 2019
DeepSDF: Learning Continuous Signed Distance Functions for Shape Representation Jeong Joon Park Peter R. Florence Julian Straub Richard Newcombe S. Lovegrove 3DV 135 3,709 0 16 Jan 2019
BRITS: Bidirectional Recurrent Imputation for Time Series Wei Cao Dong Wang Jian Li Hao Zhou Lei Li Yitan Li AI4TS 58 625 0 27 May 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 838 11,961 0 09 Mar 2017
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 319 1,951 0 06 Jun 2016