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DARKER: Efficient Transformer with Data-driven Attention Mechanism for Time Series

Summary: DARKER approximates softmax attention with multiple data-driven, trainable kernel projections rather than a fixed random feature map. Its pIndex selects projections and an input index accelerates training, yielding linear sequence complexity and 3–4× speedups with competitive TSC accuracy. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h2ad9ca16571b496b
Venue
VLDB
Year
2024
Pagerank
4.9793485e-05
Overall Rank
11,594 | 22.05%
DOI
10.14778/3681954.3681996

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Authors

BibTeX Citation

@article{zuo_vldb24,
        title = {{DARKER: Efficient Transformer with Data-driven Attention Mechanism for Time Series}},
        author = {Zuo, Rundong and Li, Guozhong and Cao, Rui and Choi, Byron and Xu, Jianliang and Bhowmick, Sourav S},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {11},
        pages = {3229--3242},
        doi = {10.14778/3681954.3681996},
        url = {https://doi.org/10.14778/3681954.3681996},
        year = {2024}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

Rank Cited Paper Year Venue Pagerank
1,170 Efficient Approximate Nearest Neighbor Search in Multi-dimensional Databases 2023 SIGMOD 0.0001171991
1,740 TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data 2022 VLDB 9.7439205e-05
3,726 Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series 2023 VLDB 7.0701368e-05
3,879 RobustPeriod: Robust Time-Frequency Mining for Multiple Periodicity Detection 2021 SIGMOD 6.9511324e-05
4,185 AutoAI-TS: AutoAI for Time Series Forecasting 2021 SIGMOD 6.7504375e-05
4,534 SimpleTS: An Efficient and Universal Model Selection Framework for Time Series Forecasting 2023 VLDB 6.5561421e-05
4,676 Entity Resolution with Hierarchical Graph Attention Networks 2022 SIGMOD 6.4745561e-05
5,009 Galvatron: Efficient Transformer Training over Multiple GPUs Using Automatic Parallelism 2023 VLDB 6.3158866e-05
6,181 High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings 2020 SIGMOD 5.8595125e-05
6,536 AutoCTS+: Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting 2023 SIGMOD 5.7538492e-05
7,151 Interpretable Clustering of Multivariate Time Series with Time2Feat 2023 VLDB 5.5982871e-05
8,201 FeatTS: Feature-based Time Series Clustering 2021 SIGMOD 5.3787337e-05
9,658 Odyssey: An Engine Enabling The Time-Series Clustering Journey 2023 VLDB 5.1453267e-05
9,660 dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification 2022 SIGMOD 5.1453267e-05
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