├── README.md ├── data_provider ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-312.pyc │ ├── data_factory.cpython-312.pyc │ ├── data_loader.cpython-312.pyc │ ├── m4.cpython-312.pyc │ └── uea.cpython-312.pyc ├── data_factory.py ├── data_loader.py ├── m4.py └── uea.py ├── exp ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-312.pyc │ ├── exp_anomaly_detection.cpython-312.pyc │ ├── exp_basic.cpython-312.pyc │ ├── exp_classification.cpython-312.pyc │ ├── exp_imputation.cpython-312.pyc │ ├── exp_long_term_forecasting.cpython-312.pyc │ └── exp_short_term_forecasting.cpython-312.pyc ├── exp_anomaly_detection.py ├── exp_basic.py ├── exp_classification.py ├── exp_imputation.py ├── exp_long_term_forecasting.py └── exp_short_term_forecasting.py ├── figure ├── Attr.png ├── Hippo-attraos.png ├── MDMU.png ├── Model.png ├── overall.png └── table.png ├── layers ├── ACL_Blocks.py ├── Attention.py ├── Autoformer_EncDec.py ├── Conv_Blocks.py ├── Embed.py ├── ModernTCN_Layer.py ├── RevIN.py ├── SelfAttention_Family.py ├── TDformer_EncDec.py ├── Transformer_EncDec.py ├── __init__.py ├── __pycache__ │ ├── ACL_Blocks.cpython-312.pyc │ ├── Attention.cpython-38.pyc │ ├── Attraos_Blocks.cpython-312.pyc │ ├── AutoCorrelation.cpython-312.pyc │ ├── AutoCorrelation.cpython-38.pyc │ ├── Autoformer_EncDec.cpython-312.pyc │ ├── Autoformer_EncDec.cpython-38.pyc │ ├── Biv_moudles.cpython-38.pyc │ ├── Conv_Blocks.cpython-312.pyc │ ├── Conv_Blocks.cpython-38.pyc │ ├── Crossformer_EncDec.cpython-312.pyc │ ├── Crossformer_EncDec.cpython-38.pyc │ ├── ETSformer_EncDec.cpython-312.pyc │ ├── ETSformer_EncDec.cpython-38.pyc │ ├── Embed.cpython-312.pyc │ ├── Embed.cpython-38.pyc │ ├── FourierCorrelation.cpython-312.pyc │ ├── FourierCorrelation.cpython-38.pyc │ ├── GM_and_PE_and_Mem.cpython-38.pyc │ ├── ModernTCN_Layer.cpython-312.pyc │ ├── MultiWaveletCorrelation.cpython-312.pyc │ ├── MultiWaveletCorrelation.cpython-38.pyc │ ├── Non_Para_Embed.cpython-312.pyc │ ├── Pyraformer_EncDec.cpython-312.pyc │ ├── Pyraformer_EncDec.cpython-38.pyc │ ├── RevIN.cpython-312.pyc │ ├── RevIN.cpython-38.pyc │ ├── SelfAttention_Family.cpython-312.pyc │ ├── SelfAttention_Family.cpython-38.pyc │ ├── TDformer_EncDec.cpython-38.pyc │ ├── Transformer_EncDec.cpython-312.pyc │ ├── Transformer_EncDec.cpython-38.pyc │ ├── __init__.cpython-312.pyc │ ├── __init__.cpython-38.pyc │ ├── def_constraint.cpython-312.pyc │ ├── def_constraint.cpython-38.pyc │ ├── deform_conv.cpython-312.pyc │ ├── deform_conv.cpython-38.pyc │ ├── op.cpython-312.pyc │ ├── poly_matrics.cpython-312.pyc │ └── unroll.cpython-312.pyc ├── embs.ipynb └── unroll.py ├── models ├── Attraos.py ├── DLinear.py ├── PatchTST.py └── RLinear.py ├── requirements.txt ├── run.py ├── scripts └── ETTh1.sh └── utils ├── ADFtest.py ├── __init__.py ├── __pycache__ ├── __init__.cpython-312.pyc ├── augmentation.cpython-312.pyc ├── dtw_metric.cpython-312.pyc ├── losses.cpython-312.pyc ├── m4_summary.cpython-312.pyc ├── 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