Research graph
References from Explicit Future Pattern-Enhanced Multivariate Time Series Forecasting. Local targets link to admitted publications; unresolved targets remain external evidence.
10.3390/e27030279
10.3390/e27030279 · External reference
TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods
10.14778/3665844.3665863 · 2024 · External reference
Are Transformers Effective for Time Series Forecasting?
2023 · External reference
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10.3390/e27070695
10.3390/e27070695 · External reference
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A predictive approach to enhance time-series forecasting
10.1038/s41467-025-63786-4 · 2025 · External reference
Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks
2015 · External reference
TimeBridge: Non-Stationarity Matters for Long-Term Time Series Forecasting
2025 · External reference
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10.1145/3690624.3709325
10.1145/3690624.3709325 · External reference
10.3390/e25050831
10.3390/e25050831 · External reference
Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting
2021 · External reference
10.1145/3690624.3709254
10.1145/3690624.3709254 · External reference
Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dependencies and Intra-Series Variations Modeling
2024 · External reference
NHITS: Neural Hierarchical Interpolation for Time Series Forecasting
2023 · External reference
FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting
2022 · External reference
Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting
2025 · External reference
10.3390/e28030270
10.3390/e28030270 · External reference
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FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting
2025 · External reference
10.24963/ijcai.2024/436
10.24963/ijcai.2024/436 · External reference
10.24963/ijcai.2025/401
10.24963/ijcai.2025/401 · External reference
10.3390/e28040424
10.3390/e28040424 · External reference
10.3390/e28050548
10.3390/e28050548 · External reference
Time-o1: Time-Series Forecasting Needs Transformed Label Alignment
10.52202/085713-0294 · 2025 · External reference
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Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting
2023 · External reference
Non-Stationary Transformers: Exploring the Stationarity in Time Series Forecasting
10.52202/068431-0718 · 2022 · External reference
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Unified Training of Universal Time Series Forecasting Transformers
2024 · External reference
10.3390/e28010064
10.3390/e28010064 · External reference
10.3390/e22010089
10.3390/e22010089 · External reference
Individual Comparisons by Ranking Methods
10.2307/3001968 · 1945 · External reference
A Simple Sequentially Rejective Multiple Test Procedure
1979 · External reference
A predictive approach to enhance time-series forecasting
10.1038/s41467-025-63786-4 · ExternalCitation · doi-reference
10.1145/3690624.3709254
10.1145/3690624.3709254 · ExternalCitation · doi-reference
10.1145/3690624.3709325
10.1145/3690624.3709325 · ExternalCitation · doi-reference
TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods
10.14778/3665844.3665863 · ExternalCitation · doi-reference
Individual Comparisons by Ranking Methods
10.2307/3001968 · ExternalCitation · doi-reference
10.24963/ijcai.2024/436
10.24963/ijcai.2024/436 · ExternalCitation · doi-reference
10.24963/ijcai.2025/401
10.24963/ijcai.2025/401 · ExternalCitation · doi-reference
10.3390/e22010089
10.3390/e22010089 · ExternalCitation · doi-reference
10.3390/e25050831
10.3390/e25050831 · ExternalCitation · doi-reference
10.3390/e27030279
10.3390/e27030279 · ExternalCitation · doi-reference
10.3390/e27070695
10.3390/e27070695 · ExternalCitation · doi-reference
10.3390/e28010064
10.3390/e28010064 · ExternalCitation · doi-reference
10.3390/e28030270
10.3390/e28030270 · ExternalCitation · doi-reference
10.3390/e28040424
10.3390/e28040424 · ExternalCitation · doi-reference
10.3390/e28050548
10.3390/e28050548 · ExternalCitation · doi-reference
Non-Stationary Transformers: Exploring the Stationarity in Time Series Forecasting
10.52202/068431-0718 · ExternalCitation · doi-reference
Time-o1: Time-Series Forecasting Needs Transformed Label Alignment
10.52202/085713-0294 · ExternalCitation · doi-reference
