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A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis

Summary: MSD-Mixer: an MLP‑Mixer that explicitly decomposes uni-/multivariate time series using multi-scale temporal patching and MLPs to model intra/inter-patch dynamics and channel correlations. New loss constrains residual mean and autocorrelation for decomposition completeness; achieves consistent, efficient SOTA across five time-series tasks. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
he7f3c55fb3268784
Venue
VLDB
Year
2024
Pagerank
5.2258409e-05
Overall Rank
9,086 | 38.94%
DOI
10.14778/3654621.3654637
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{zhong_vldb24,
        title = {{A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis}},
        author = {Zhong, Shuhan and Song, Sizhe and Zhuo, Weipeng and Li, Guanyao and Liu, Yang and Chan, S.-H. Gary},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {7},
        pages = {1723--1736},
        doi = {10.14778/3654621.3654637},
        url = {https://doi.org/10.14778/3654621.3654637},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
11,268 Scalable Pre-Training of Compact Urban Spatio-Temporal Predictive Models on Large-Scale Multi-Domain Data 2025 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
1,005 Anomaly Detection in Time Series: A Comprehensive Evaluation 2022 VLDB 0.00012584107
1,938 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 9.334286e-05
2,590 Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series 2020 VLDB 8.2468536e-05
2,609 TraClass: Trajectory Classification Using Hierarchical Region-Based and Trajectory-Based Clustering 2008 VLDB 8.2248763e-05
3,299 Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection 2022 VLDB 7.441222e-05
3,656 DeepTRANS: A Deep Learning System for Public Bus Travel Time Estimation using Traffic Forecasting 2020 VLDB 7.1243016e-05
3,764 MDTP: A Multi-source Deep Traffic Prediction Framework over Spatio-Temporal Trajectory Data 2021 VLDB 7.0388641e-05
4,132 Missing Value Imputation on Multidimensional Time Series 2021 VLDB 6.7856132e-05
5,270 Forecasting Big Time Series: Old and New 2018 VLDB 6.1993805e-05
5,308 Probabilistic Demand Forecasting at Scale 2017 VLDB 6.1844285e-05
6,092 METRO: A Generic Graph Neural Network Framework for Multivariate Time Series Forecasting 2022 VLDB 5.8876757e-05
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