A Unified Replay-based Continuous Learning Framework for Spatio-Temporal
Prediction on Streaming Data

A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data

23 April 2024

Christian S. Jensen

Papers citing "A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data"

16 / 16 papers shown

Title
Data Driven Decision Making with Time Series and Spatio-temporal Data Bin Yang Yuxuan Liang Chenjuan Guo Christian S. Jensen AI4TS 53 0 0 11 Mar 2025
RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems Biao Ouyang Yingying Zhang Hanyin Cheng Yang Shu Chenjuan Guo Bin Yang Qingsong Wen L. Fan Christian S. Jensen 45 1 0 06 Mar 2025
A Selective Learning Method for Temporal Graph Continual Learning Hanmo Liu Shimin Di Haoyang Li Xun Jian Y. Wang Lei Chen CLL 46 0 0 03 Mar 2025
FairTP: A Prolonged Fairness Framework for Traffic Prediction Jiangnan Xia Yu Yang Jiaxing Shen Senzhang Wang Jiannong Cao AI4TS 80 0 0 18 Dec 2024
Fully Automated Correlated Time Series Forecasting in Minutes Xinle Wu Xingjian Wu Dalin Zhang Miao Zhang Chenjuan Guo Bin Yang Christian S. Jensen AI4TS 22 4 0 06 Nov 2024
Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting Wei Chen Yuxuan Liang AI4TS 21 0 0 16 Oct 2024
TPO: Aligning Large Language Models with Multi-branch & Multi-step Preference Trees Weibin Liao Xu Chu Yasha Wang LRM 36 6 0 10 Oct 2024
Orca: Ocean Significant Wave Height Estimation with Spatio-temporally Aware Large Language Models Zhe Li Ronghui Xu Jilin Hu Zhong Peng Xi Lu Chenjuan Guo Bin Yang 20 1 0 29 Jul 2024
Urban Traffic Accident Risk Prediction Revisited: Regionality, Proximity, Similarity and Sparsity Minxiao Chen Haitao Yuan Nan Jiang Zhifeng Bao Shangguang Wang 20 0 0 29 Jul 2024
PeFAD: A Parameter-Efficient Federated Framework for Time Series Anomaly Detection Ronghui Xu Hao Miao Senzhang Wang Philip S. Yu Jianxin Wang AI4TS 28 11 0 04 Jun 2024
Score-CDM: Score-Weighted Convolutional Diffusion Model for Multivariate Time Series Imputation Shunyang Zhang Senzhang Wang Hao Miao Hao Chen Changjun Fan Jian Zhang 35 2 0 21 May 2024
QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models -- Extended Version David Campos Bin Yang Tung Kieu Miao Zhang Chenjuan Guo Christian S. Jensen 35 7 0 22 Apr 2024
TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods Xiangfei Qiu Jilin Hu Lekui Zhou Xingjian Wu Junyang Du ... Chenjuan Guo Aoying Zhou Christian S. Jensen Zhenli Sheng Bin Yang AI4TS 49 61 0 29 Mar 2024
Spatial-Temporal Large Language Model for Traffic Prediction Chenxi Liu Sun Yang Qianxiong Xu Zhishuai Li Cheng Long Ziyue Li Rui Zhao AI4TS 19 69 0 18 Jan 2024
Representational Continuity for Unsupervised Continual Learning Divyam Madaan Jaehong Yoon Yuanchun Li Yunxin Liu Sung Ju Hwang CLL SSL 59 110 0 13 Oct 2021
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 201 7,816 0 13 Jun 2015