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2201.04038
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DDG-DA: Data Distribution Generation for Predictable Concept Drift Adaptation
11 January 2022
Wendi Li
Xiao Yang
Weiqing Liu
Yingce Xia
Jiang Bian
DiffM
AI4TS
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Papers citing
"DDG-DA: Data Distribution Generation for Predictable Concept Drift Adaptation"
23 / 23 papers shown
Title
Non-Stationary Time Series Forecasting Based on Fourier Analysis and Cross Attention Mechanism
Yuqi Xiong
Yang Wen
AI4TS
31
0
0
11 May 2025
Non-stationary Diffusion For Probabilistic Time Series Forecasting
Weiwei Ye
Zhuopeng Xu
Ning Gui
DiffM
56
0
0
07 May 2025
QuantBench: Benchmarking AI Methods for Quantitative Investment
Saizhuo Wang
Hao Kong
Jiadong Guo
Fengrui Hua
Yiyan Qi
Wanyun Zhou
Jiahao Zheng
Xinyu Wang
Lionel M. Ni
Jian Guo
153
1
0
24 Apr 2025
STaRFormer: Semi-Supervised Task-Informed Representation Learning via Dynamic Attention-Based Regional Masking for Sequential Data
Maxmilian Forstenhäusler
Daniel Külzer
Christos Anagnostopoulos
S. P. Parambath
Natascha Weber
AI4TS
MedIm
40
0
0
14 Apr 2025
Early Concept Drift Detection via Prediction Uncertainty
Pengqian Lu
Jie Lu
Anjin Liu
G. Zhang
79
0
0
15 Dec 2024
Act Now: A Novel Online Forecasting Framework for Large-Scale Streaming Data
Daojun Liang
Haixia Zhang
Jing Wang
Dongfeng Yuan
Minggao Zhang
AI4TS
86
0
0
28 Nov 2024
Classifier Clustering and Feature Alignment for Federated Learning under Distributed Concept Drift
Jianfei Chen
Jingfeng Xue
Yunhong Wang
Zhenyan Liu
Lu Huang
FedML
28
0
0
24 Oct 2024
Incorporating Long-term Data in Training Short-term Traffic Prediction Model
Xiannan Huang
Shuhan Qiu
Yan Cheng
Quan Yuan
Chao Yang
AI4TS
30
0
0
16 Oct 2024
Frequency Adaptive Normalization For Non-stationary Time Series Forecasting
Weiwei Ye
Songgaojun Deng
Qiaosha Zou
Ning Gui
AI4TS
33
5
0
30 Sep 2024
Robust Multivariate Time Series Forecasting against Intra- and Inter-Series Transitional Shift
Hui He
Qi Zhang
Kun Yi
Xiaojun Xue
Shoujin Wang
Liang Hu
Longbin Cao
OOD
AI4TS
63
0
0
18 Jul 2024
Introducing Ínside' Out of Distribution
Teddy Lazebnik
31
1
0
05 Jul 2024
QC-Forest: a Classical-Quantum Algorithm to Provably Speedup Retraining of Random Forest
Romina Yalovetzky
Niraj Kumar
Changhao Li
Marco Pistoia
29
0
0
17 Jun 2024
Continuous Temporal Domain Generalization
Z. Cai
Guangji Bai
Renhe Jiang
Xuan Song
Liang Zhao
40
2
0
25 May 2024
Addressing Concept Shift in Online Time Series Forecasting: Detect-then-Adapt
Yi-Fan Zhang
Weiqiu Chen
Zhaoyang Zhu
Dalin Qin
Liang Sun
Xue Wang
Qingsong Wen
Zhang Zhang
Liang Wang
Rong Jin
AI4TS
34
1
0
22 Mar 2024
A Comprehensive Review of Machine Learning Advances on Data Change: A Cross-Field Perspective
Jeng-Lin Li
Chih-Fan Hsu
Ming-Ching Chang
Wei-Chao Chen
OOD
44
2
0
20 Feb 2024
On the Three Demons in Causality in Finance: Time Resolution, Nonstationarity, and Latent Factors
Xinshuai Dong
Haoyue Dai
Yewen Fan
Songyao Jin
Sathyamoorthy Rajendran
Anton van den Hengel
CML
39
1
0
28 Dec 2023
Online Boosting Adaptive Learning under Concept Drift for Multistream Classification
Enshui Yu
Jie Lu
Bin Zhang
Guangquan Zhang
22
15
0
17 Dec 2023
MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation
Z. Cai
Renhe Jiang
Xinyu Yang
Zhaonan Wang
Diansheng Guo
Hiroki Kobayashi
Xuan Song
Ryosuke Shibasaki
AI4TS
20
12
0
25 Sep 2023
OneNet: Enhancing Time Series Forecasting Models under Concept Drift by Online Ensembling
Yifan Zhang
Qingsong Wen
Xue Wang
Weiqiu Chen
Liang Sun
Z. Zhang
Liang Wang
Rong Jin
Tien-Ping Tan
AI4TS
43
28
0
22 Sep 2023
Methods for Acquiring and Incorporating Knowledge into Stock Price Prediction: A Survey
Liping Wang
Jiawei Li
Lifan Zhao
Zhizhuo Kou
Xiaohan Wang
Xinyi Zhu
Hao Wang
Yanyan Shen
Lei Chen
AIFin
24
8
0
09 Aug 2023
DoubleAdapt: A Meta-learning Approach to Incremental Learning for Stock Trend Forecasting
Lifan Zhao
Shuming Kong
Yanyan Shen
AIFin
26
22
0
16 Jun 2023
An Adaptive Method for Weak Supervision with Drifting Data
Alessio Mazzetto
Reza Esfandiarpoor
E. Upfal
Stephen H. Bach
Stephen H. Bach
65
1
0
02 Jun 2023
Distributional Drift Adaptation with Temporal Conditional Variational Autoencoder for Multivariate Time Series Forecasting
Hui He
Qi Zhang
Kun Yi
Kaize Shi
ZhenDong Niu
Longbin Cao
TTA
AI4TS
19
4
0
01 Sep 2022
1