Research graph
References from LXformer: A Long-Term Time Series Forecasting Model Based on Multi-Granularity Feature Extraction for Edge Devices. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1038/s41591-018-0300-7
10.1038/s41591-018-0300-7 · External reference
10.26599/bdma.2024.9020085
10.26599/bdma.2024.9020085 · External reference
10.26599/bdma.2024.9020031
10.26599/bdma.2024.9020031 · External reference
10.3389/fmicb.2021.783284
10.3389/fmicb.2021.783284 · External reference
10.1109/bigdataservice.2019.00035
10.1109/bigdataservice.2019.00035 · External reference
10.1007/s10044-020-00898-1
10.1007/s10044-020-00898-1 · External reference
BERT: Pre-training of deep bidirectional transformers for language understanding
2019 · External reference
10.48550/arxiv.1907.11692
10.48550/arxiv.1907.11692 · External reference
An image is worth 16×16 words: Transformers for image recognition at scale
2021 · External reference
10.1007/978-3-030-58452-8_13
10.1007/978-3-030-58452-8_13 · External reference
10.1109/iccv48922.2021.00986
10.1109/iccv48922.2021.00986 · External reference
10.1109/iccv48922.2021.00061
10.1109/iccv48922.2021.00061 · External reference
10.1609/aaai.v35i12.17325
10.1609/aaai.v35i12.17325 · External reference
10.1109/hpcc-dss-smartcity-dependsys57074.2022.00128
10.1109/hpcc-dss-smartcity-dependsys57074.2022.00128 · External reference
Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting
2021 · External reference
TSMixer: An all-MLP architecture for time series forecasting
2023 · External reference
10.1145/3580305.3599533
10.1145/3580305.3599533 · External reference
10.1609/aaai.v38i10.28991
10.1609/aaai.v38i10.28991 · External reference
A time series is worth 64 words: Long-term forecasting with transformers
2023 · External reference
Pyraformer: Low-complexity pyramidal attention for long-range time series modeling and forecasting
2022 · External reference
SAMformer: Unlocking the potential of transformers in time series forecasting with sharpness-aware minimization and channel-wise attention
External reference
10.1201/9781003612742-2
10.1201/9781003612742-2 · External reference
10.1609/aaai.v37i6.25845
10.1609/aaai.v37i6.25845 · External reference
Multi-resolution time-series transformer for long-term forecasting
External reference
10.1016/j.knosys.2024.112037
10.1016/j.knosys.2024.112037 · External reference
10.1145/3589316
10.1145/3589316 · External reference
10.1609/aaai.v37i9.26317
10.1609/aaai.v37i9.26317 · External reference
10.1609/aaai.v37i6.25854
10.1609/aaai.v37i6.25854 · External reference
MLP-mixer: An all-MLP architecture for vision
2021 · External reference
10.1109/tpami.2022.3206148
10.1109/tpami.2022.3206148 · External reference
Pay attention to MLPs
2021 · External reference
MTS-mixers: Multivariate time series forecasting via factorized temporal and channel mixing
2023 · External reference
10.1609/aaai.v38i13.29337
10.1609/aaai.v38i13.29337 · External reference
10.1609/aaai.v38i11.29155
10.1609/aaai.v38i11.29155 · External reference
10.1109/tnnls.2023.3294064
10.1109/tnnls.2023.3294064 · External reference
10.52202/075280-0544
10.52202/075280-0544 · External reference
10.1609/aaai.v37i9.26276
10.1609/aaai.v37i9.26276 · External reference
10.1109/tim.2024.3427837
10.1109/tim.2024.3427837 · External reference
Reversible instance normalization for accurate time-series forecasting against distribution shift
2022 · External reference
10.1007/978-3-031-72973-7_8
10.1007/978-3-031-72973-7_8 · External reference
10.1109/jiot.2023.3341099
10.1109/jiot.2023.3341099 · External reference
FITS: Modeling time series with 10k parameters
2024 · External reference
10.20935/acadai8236
10.20935/acadai8236 · External reference
iTransformer: Inverted transformers are effective for time series forecasting
2024 · External reference
TimeMixer: Decomposable multiscale mixing for time series forecasting
2024 · External reference
