├── .gitattributes ├── .github ├── actions │ ├── docs.sh │ └── setup │ │ └── action.yaml └── workflows │ └── docs.yaml ├── .gitignore ├── CITATION.cff ├── LICENSE ├── MANIFEST.in ├── README.md ├── Report.pdf ├── benchmark ├── README.md ├── dataset │ ├── __init__.py │ ├── gen_SBM.cpp │ ├── gen_SBM.sh │ ├── gen_feature.py │ ├── grid2d.py │ ├── linkx.py │ ├── ogbl.py │ ├── ogbn.py │ ├── pygn.py │ ├── utils.py │ └── yandex.py ├── exp_regression.py ├── notebook │ ├── .gitattributes │ ├── fig_degng.ipynb │ └── fig_hop.ipynb ├── run_param.py ├── run_single.py ├── scripts │ ├── eval_degng.sh │ ├── eval_hop.sh │ ├── exp_regression.sh │ ├── runfb-iter.sh │ ├── runfb-lp.sh │ ├── runfb.sh │ ├── runmb-lp.sh │ └── runmb.sh ├── trainer │ ├── __init__.py │ ├── base.py │ ├── fullbatch.py │ ├── load_data.py │ ├── load_metric.py │ ├── load_model.py │ ├── minibatch.py │ └── regression.py └── utils │ ├── __init__.py │ ├── checkpoint.py │ ├── config.py │ ├── logger.py │ └── tsne.py ├── config ├── amazon_ratings │ ├── DecoupledFixed │ │ ├── AdjConv-appr │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-gaussian │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-hk │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-impulse │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-mono │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv-ones │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FAGNN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── G2CN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── GNN_LFHF │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ ├── DecoupledVar │ │ ├── ACMGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── BernConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebIIConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ClenshawConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FavardConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FiGURe │ │ │ └── param │ │ │ │ └── config.json │ │ ├── HornerConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── JacobiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LapiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LegendreConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── OptBasisConv │ │ │ └── param │ │ │ └── config.json │ ├── Iterative │ │ ├── ACMGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── BernConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebIIConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ClenshawConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FavardConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FiGURe │ │ │ └── param │ │ │ │ └── config.json │ │ ├── HornerConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── JacobiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LegendreConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── OptBasisConv │ │ │ └── param │ │ │ └── config.json │ ├── IterativeFixed │ │ ├── AdjResConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ ├── PrecomputedFixed │ │ ├── AdjConv-appr │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-gaussian │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-hk │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-impulse │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-mono │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjSkipConv-ones │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FAGNN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── G2CN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── GNN_LFHF │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ └── PrecomputedVar │ │ ├── AdjConv │ │ └── param │ │ │ └── config.json │ │ ├── AdjSkipConv │ │ └── param │ │ │ └── config.json │ │ ├── BernConv │ │ └── param │ │ │ └── config.json │ │ ├── ChebConv │ │ └── param │ │ │ └── config.json │ │ ├── ChebIIConv │ │ └── param │ │ │ └── config.json │ │ ├── ClenshawConv │ │ └── param │ │ │ └── config.json │ │ ├── FiGURe │ │ └── param │ │ │ └── config.json │ │ ├── HornerConv │ │ └── param │ │ │ └── config.json │ │ ├── JacobiConv │ │ └── param │ │ │ └── config.json │ │ ├── LegendreConv │ │ └── param │ │ │ └── config.json │ │ └── OptBasisConv │ │ └── param │ │ └── config.json ├── chameleon_filtered │ ├── DecoupledFixed │ │ ├── AdjConv-appr │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-gaussian │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-hk │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-impulse │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-mono │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv-ones │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FAGNN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── G2CN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── GNN_LFHF │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ ├── DecoupledVar │ │ ├── ACMGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── BernConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebIIConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ClenshawConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FavardConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FiGURe │ │ │ └── param │ │ │ │ └── config.json │ │ ├── HornerConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── JacobiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LapiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LegendreConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── OptBasisConv │ │ │ └── param │ │ │ └── config.json │ ├── Iterative │ │ ├── ACMGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── BernConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebIIConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ClenshawConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FavardConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FiGURe │ │ │ └── param │ │ │ │ └── config.json │ │ ├── HornerConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── JacobiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LegendreConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── OptBasisConv │ │ │ └── param │ │ │ └── config.json │ ├── IterativeFixed │ │ ├── AdjResConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ ├── PrecomputedFixed │ │ ├── AdjConv-appr │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-gaussian │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-hk │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-impulse │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-mono │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjSkipConv-ones │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FAGNN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── G2CN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── GNN_LFHF │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ └── PrecomputedVar │ │ ├── AdjConv │ │ └── param │ │ │ └── config.json │ │ ├── AdjSkipConv │ │ └── param │ │ │ └── config.json │ │ ├── BernConv │ │ └── param │ │ │ └── config.json │ │ ├── ChebConv │ │ └── param │ │ │ └── config.json │ │ ├── ChebIIConv │ │ └── param │ │ │ └── config.json │ │ ├── ClenshawConv │ │ └── param │ │ │ └── config.json │ │ ├── FiGURe │ │ └── param │ │ │ └── config.json │ │ ├── HornerConv │ │ └── param │ │ │ └── config.json │ │ ├── JacobiConv │ │ └── param │ │ │ └── config.json │ │ ├── LegendreConv │ │ └── param │ │ │ └── config.json │ │ └── OptBasisConv │ │ └── param │ │ └── config.json ├── citeseer │ ├── DecoupledFixed │ │ ├── AdjConv-appr │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-gaussian │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-hk │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-impulse │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-mono │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv-ones │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FAGNN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── G2CN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── GNN_LFHF │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ ├── DecoupledVar │ │ ├── ACMConv-1-low-high-id │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMConv-1-low-high │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMConv-2-low-high-id │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMConv-2-low-high │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── BernConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebIIConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ClenshawConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FavardConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FiGURe │ │ │ └── param │ │ │ │ └── config.json │ │ ├── HornerConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── JacobiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LapiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LegendreConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── OptBasisConv │ │ │ └── param │ │ │ └── config.json │ ├── Iterative │ │ ├── ACMGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── BernConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebIIConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ClenshawConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FavardConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FiGURe │ │ │ └── param │ │ │ │ └── config.json │ │ ├── HornerConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── JacobiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LegendreConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── OptBasisConv │ │ │ └── param │ │ │ └── config.json │ ├── IterativeFixed │ │ ├── AdjResConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ ├── PrecomputedFixed │ │ ├── AdjConv-appr │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-gaussian │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-hk │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-impulse │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-mono │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjSkipConv-ones │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FAGNN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── G2CN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── GNN_LFHF │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ └── PrecomputedVar │ │ ├── AdjConv │ │ └── param │ │ │ └── config.json │ │ ├── AdjSkipConv │ │ └── param │ │ │ └── config.json │ │ ├── BernConv │ │ └── param │ │ │ └── config.json │ │ ├── ChebConv │ │ └── param │ │ │ └── config.json │ │ ├── ChebIIConv │ │ └── param │ │ │ └── config.json │ │ ├── ClenshawConv │ │ └── param │ │ │ └── config.json │ │ ├── FiGURe │ │ └── param │ │ │ └── config.json │ │ ├── HornerConv │ │ └── param │ │ │ └── config.json │ │ ├── JacobiConv │ │ └── param │ │ │ └── config.json │ │ ├── LegendreConv │ │ └── param │ │ │ └── config.json │ │ └── OptBasisConv │ │ └── param │ │ └── config.json ├── cora │ ├── DecoupledFixed │ │ ├── AdjConv-appr │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-gaussian │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-hk │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-impulse │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-mono │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv-ones │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FAGNN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── G2CN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── GNN_LFHF │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ ├── DecoupledVar │ │ ├── ACMConv-1-low-high-id │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMConv-1-low-high │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMConv-2-low-high-id │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMConv-2-low-high │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── BernConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebIIConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ClenshawConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FavardConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FiGURe │ │ │ └── param │ │ │ │ └── config.json │ │ ├── HornerConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── JacobiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LapiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LegendreConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── OptBasisConv │ │ │ └── param │ │ │ └── config.json │ ├── Iterative │ │ ├── ACMGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── BernConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebIIConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ClenshawConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FavardConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FiGURe │ │ │ └── param │ │ │ │ └── config.json │ │ ├── HornerConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── JacobiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LegendreConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── OptBasisConv │ │ │ └── param │ │ │ └── config.json │ ├── IterativeFixed │ │ ├── AdjResConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ ├── PrecomputedFixed │ │ ├── AdjConv-appr │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-gaussian │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-hk │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-impulse │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-mono │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjSkipConv-ones │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FAGNN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── G2CN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── GNN_LFHF │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ └── PrecomputedVar │ │ ├── AdjConv │ │ └── param │ │ │ └── config.json │ │ ├── AdjSkipConv │ │ └── param │ │ │ └── config.json │ │ ├── BernConv │ │ └── param │ │ │ └── config.json │ │ ├── ChebConv │ │ └── param │ │ │ └── config.json │ │ ├── ChebIIConv │ │ └── param │ │ │ └── config.json │ │ ├── ClenshawConv │ │ └── param │ │ │ └── config.json │ │ ├── FiGURe │ │ └── param │ │ │ └── config.json │ │ ├── HornerConv │ │ └── param │ │ │ └── config.json │ │ ├── JacobiConv │ │ └── param │ │ │ └── config.json │ │ ├── LegendreConv │ │ └── param │ │ │ └── config.json │ │ └── OptBasisConv │ │ └── param │ │ └── config.json ├── minesweeper │ ├── DecoupledFixed │ │ ├── AdjConv-appr │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-gaussian │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-hk │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-impulse │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-mono │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv-ones │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FAGNN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── G2CN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── GNN_LFHF │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ ├── DecoupledVar │ │ ├── ACMGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── BernConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebIIConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ClenshawConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FavardConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FiGURe │ │ │ └── param │ │ │ │ └── config.json │ │ ├── HornerConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── JacobiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LapiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LegendreConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── OptBasisConv │ │ │ └── param │ │ │ └── config.json │ ├── Iterative │ │ ├── ACMGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── BernConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebIIConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ClenshawConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FavardConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FiGURe │ │ │ └── param │ │ │ │ └── config.json │ │ ├── HornerConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── JacobiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LegendreConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── OptBasisConv │ │ │ └── param │ │ │ └── config.json │ ├── IterativeFixed │ │ ├── AdjResConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ ├── PrecomputedFixed │ │ ├── AdjConv-appr │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-gaussian │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-hk │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-impulse │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-mono │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjSkipConv-ones │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FAGNN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── G2CN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── GNN_LFHF │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ └── PrecomputedVar │ │ ├── AdjConv │ │ └── param │ │ │ └── config.json │ │ ├── AdjSkipConv │ │ └── param │ │ │ └── config.json │ │ ├── BernConv │ │ └── param │ │ │ └── config.json │ │ ├── ChebConv │ │ └── param │ │ │ └── config.json │ │ ├── ChebIIConv │ │ └── param │ │ │ └── config.json │ │ ├── ClenshawConv │ │ └── param │ │ │ └── config.json │ │ ├── FiGURe │ │ └── param │ │ │ └── config.json │ │ ├── HornerConv │ │ └── param │ │ │ └── config.json │ │ ├── JacobiConv │ │ └── param │ │ │ └── config.json │ │ ├── LegendreConv │ │ └── param │ │ │ └── config.json │ │ └── OptBasisConv │ │ └── param │ │ └── config.json ├── pubmed │ ├── DecoupledFixed │ │ ├── AdjConv-appr │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-gaussian │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-hk │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-impulse │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-mono │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv-ones │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FAGNN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── G2CN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── GNN_LFHF │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ ├── DecoupledVar │ │ ├── ACMConv-1-low-high-id │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMConv-1-low-high │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMConv-2-low-high-id │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMConv-2-low-high │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── BernConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebIIConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ClenshawConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FavardConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FiGURe │ │ │ └── param │ │ │ │ └── config.json │ │ ├── HornerConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── JacobiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LapiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LegendreConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── OptBasisConv │ │ │ └── param │ │ │ └── config.json │ ├── Iterative │ │ ├── ACMGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── BernConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebIIConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ClenshawConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FavardConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FiGURe │ │ │ └── param │ │ │ │ └── config.json │ │ ├── HornerConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── JacobiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LegendreConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── OptBasisConv │ │ │ └── param │ │ │ └── config.json │ ├── IterativeFixed │ │ ├── AdjResConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ ├── PrecomputedFixed │ │ ├── AdjConv-appr │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-gaussian │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-hk │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-impulse │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-mono │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjSkipConv-ones │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FAGNN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── G2CN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── GNN_LFHF │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ └── PrecomputedVar │ │ ├── AdjConv │ │ └── param │ │ │ └── config.json │ │ ├── AdjSkipConv │ │ └── param │ │ │ └── config.json │ │ ├── BernConv │ │ └── param │ │ │ └── config.json │ │ ├── ChebConv │ │ └── param │ │ │ └── config.json │ │ ├── ChebIIConv │ │ └── param │ │ │ └── config.json │ │ ├── ClenshawConv │ │ └── param │ │ │ └── config.json │ │ ├── FiGURe │ │ └── param │ │ │ └── config.json │ │ ├── HornerConv │ │ └── param │ │ │ └── config.json │ │ ├── JacobiConv │ │ └── param │ │ │ └── config.json │ │ ├── LegendreConv │ │ └── param │ │ │ └── config.json │ │ └── OptBasisConv │ │ └── param │ │ └── config.json ├── roman_empire │ ├── DecoupledFixed │ │ ├── AdjConv-appr │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-gaussian │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-hk │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-impulse │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-mono │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv-ones │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FAGNN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── G2CN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── GNN_LFHF │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ ├── DecoupledVar │ │ ├── ACMGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── BernConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebIIConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ClenshawConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FavardConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FiGURe │ │ │ └── param │ │ │ │ └── config.json │ │ ├── HornerConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── JacobiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LapiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LegendreConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── OptBasisConv │ │ │ └── param │ │ │ └── config.json │ ├── Iterative │ │ ├── ACMGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ACMGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── BernConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ChebIIConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── ClenshawConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNI │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FBGNNII │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FavardConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FiGURe │ │ │ └── param │ │ │ │ └── config.json │ │ ├── HornerConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── JacobiConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── LegendreConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── OptBasisConv │ │ │ └── param │ │ │ └── config.json │ ├── IterativeFixed │ │ ├── AdjResConv │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjiConv │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ ├── PrecomputedFixed │ │ ├── AdjConv-appr │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-gaussian │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-hk │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-impulse │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjConv-mono │ │ │ └── param │ │ │ │ └── config.json │ │ ├── AdjSkipConv-ones │ │ │ └── param │ │ │ │ └── config.json │ │ ├── FAGNN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── G2CN │ │ │ └── param │ │ │ │ └── config.json │ │ ├── GNN_LFHF │ │ │ └── param │ │ │ │ └── config.json │ │ └── MLP │ │ │ └── param │ │ │ └── config.json │ └── PrecomputedVar │ │ ├── AdjConv │ │ └── param │ │ │ └── config.json │ │ ├── AdjSkipConv │ │ └── param │ │ │ └── config.json │ │ ├── BernConv │ │ └── param │ │ │ └── config.json │ │ ├── ChebConv │ │ └── param │ │ │ └── config.json │ │ ├── ChebIIConv │ │ └── param │ │ │ └── config.json │ │ ├── ClenshawConv │ │ └── param │ │ │ └── config.json │ │ ├── FiGURe │ │ └── param │ │ │ └── config.json │ │ ├── HornerConv │ │ └── param │ │ │ └── config.json │ │ ├── JacobiConv │ │ └── param │ │ │ └── config.json │ │ ├── LegendreConv │ │ └── param │ │ │ └── config.json │ │ └── OptBasisConv │ │ └── param │ │ └── config.json └── squirrel_filtered │ ├── DecoupledFixed │ ├── AdjConv-appr │ │ └── param │ │ │ └── config.json │ ├── AdjConv-gaussian │ │ └── param │ │ │ └── config.json │ ├── AdjConv-hk │ │ └── param │ │ │ └── config.json │ ├── AdjConv-impulse │ │ └── param │ │ │ └── config.json │ ├── AdjConv-mono │ │ └── param │ │ │ └── config.json │ ├── AdjiConv-ones │ │ └── param │ │ │ └── config.json │ ├── FAGNN │ │ └── param │ │ │ └── config.json │ ├── G2CN │ │ └── param │ │ │ └── config.json │ ├── GNN_LFHF │ │ └── param │ │ │ └── config.json │ └── MLP │ │ └── param │ │ └── config.json │ ├── DecoupledVar │ ├── ACMGNNI │ │ └── param │ │ │ └── config.json │ ├── ACMGNNII │ │ └── param │ │ │ └── config.json │ ├── AdjConv │ │ └── param │ │ │ └── config.json │ ├── AdjiConv │ │ └── param │ │ │ └── config.json │ ├── BernConv │ │ └── param │ │ │ └── config.json │ ├── ChebConv │ │ └── param │ │ │ └── config.json │ ├── ChebIIConv │ │ └── param │ │ │ └── config.json │ ├── ClenshawConv │ │ └── param │ │ │ └── config.json │ ├── FBGNNI │ │ └── param │ │ │ └── config.json │ ├── FBGNNII │ │ └── param │ │ │ └── config.json │ ├── FavardConv │ │ └── param │ │ │ └── config.json │ ├── FiGURe │ │ └── param │ │ │ └── config.json │ ├── HornerConv │ │ └── param │ │ │ └── config.json │ ├── JacobiConv │ │ └── param │ │ │ └── config.json │ ├── LapiConv │ │ └── param │ │ │ └── config.json │ ├── LegendreConv │ │ └── param │ │ │ └── config.json │ └── OptBasisConv │ │ └── param │ │ └── config.json │ ├── Iterative │ ├── ACMGNNI │ │ └── param │ │ │ └── config.json │ ├── ACMGNNII │ │ └── param │ │ │ └── config.json │ ├── AdjConv │ │ └── param │ │ │ └── config.json │ ├── AdjiConv │ │ └── param │ │ │ └── config.json │ ├── BernConv │ │ └── param │ │ │ └── config.json │ ├── ChebConv │ │ └── param │ │ │ └── config.json │ ├── ChebIIConv │ │ └── param │ │ │ └── config.json │ ├── ClenshawConv │ │ └── param │ │ │ └── config.json │ ├── FBGNNI │ │ └── param │ │ │ └── config.json │ ├── FBGNNII │ │ └── param │ │ │ └── config.json │ ├── FavardConv │ │ └── param │ │ │ └── config.json │ ├── FiGURe │ │ └── param │ │ │ └── config.json │ ├── HornerConv │ │ └── param │ │ │ └── config.json │ ├── JacobiConv │ │ └── param │ │ │ └── config.json │ ├── LegendreConv │ │ └── param │ │ │ └── config.json │ └── OptBasisConv │ │ └── param │ │ └── config.json │ ├── IterativeFixed │ ├── AdjResConv │ │ └── param │ │ │ └── config.json │ ├── AdjiConv │ │ └── param │ │ │ └── config.json │ └── MLP │ │ └── param │ │ └── config.json │ ├── PrecomputedFixed │ ├── AdjConv-appr │ │ └── param │ │ │ └── config.json │ ├── AdjConv-gaussian │ │ └── param │ │ │ └── config.json │ ├── AdjConv-hk │ │ └── param │ │ │ └── config.json │ ├── AdjConv-impulse │ │ └── param │ │ │ └── config.json │ ├── AdjConv-mono │ │ └── param │ │ │ └── config.json │ ├── AdjSkipConv-ones │ │ └── param │ │ │ └── config.json │ ├── FAGNN │ │ └── param │ │ │ └── config.json │ ├── G2CN │ │ └── param │ │ │ └── config.json │ ├── GNN_LFHF │ │ └── param │ │ │ └── config.json │ └── MLP │ │ └── param │ │ └── config.json │ └── PrecomputedVar │ ├── AdjConv │ └── param │ │ └── config.json │ ├── AdjSkipConv │ └── param │ │ └── config.json │ ├── BernConv │ └── param │ │ └── config.json │ ├── ChebConv │ └── param │ │ └── config.json │ ├── ChebIIConv │ └── param │ │ └── config.json │ ├── ClenshawConv │ └── param │ │ └── config.json │ ├── FiGURe │ └── param │ │ └── config.json │ ├── HornerConv │ └── param │ │ └── config.json │ ├── JacobiConv │ └── param │ │ └── config.json │ ├── LegendreConv │ └── param │ │ └── config.json │ └── OptBasisConv │ └── param │ └── config.json ├── docs ├── CONTRIBUTING.md ├── code_struct.png └── source │ ├── _include │ ├── benchmark.dataset.rst │ ├── benchmark.trainer.rst │ ├── benchmark.utils.rst │ ├── pyg_spectral.nn.conv.rst │ ├── pyg_spectral.nn.models.rst │ ├── pyg_spectral.nn.norm.rst │ ├── pyg_spectral.nn.rst │ ├── pyg_spectral.profile.rst │ ├── pyg_spectral.transforms.rst │ └── pyg_spectral.utils.rst │ ├── _static │ └── style.css │ ├── _templates │ ├── apidoc │ │ ├── module.rst_t │ │ ├── package.rst_t │ │ └── toc.rst_t │ ├── autosummary │ │ ├── base.rst │ │ ├── class.rst │ │ ├── function.rst │ │ └── module.rst │ ├── layout.html │ └── page.html │ ├── _tutorial │ ├── arrangement.md │ ├── configure.rst │ ├── customize.rst │ ├── installation.rst │ └── reproduce.rst │ ├── conf.py │ └── index.rst ├── pyg_spectral ├── __init__.py ├── nn │ ├── __init__.py │ ├── conv │ │ ├── __init__.py │ │ ├── acm_conv.py │ │ ├── adj_conv.py │ │ ├── adji_conv.py │ │ ├── base_mp.py │ │ ├── bern_conv.py │ │ ├── cheb_conv.py │ │ ├── chebii_conv.py │ │ ├── clenshaw_conv.py │ │ ├── favard_conv.py │ │ ├── horner_conv.py │ │ ├── jacobi_conv.py │ │ ├── lapi_conv.py │ │ ├── legendre_conv.py │ │ └── optbasis_conv.py │ ├── models │ │ ├── __init__.py │ │ ├── acm_gnn.py │ │ ├── ada_gnn.py │ │ ├── base_nn.py │ │ ├── cpp_comp.py │ │ ├── decoupled.py │ │ ├── iterative.py │ │ └── precomputed.py │ ├── models_pyg │ │ ├── __init__.py │ │ ├── iterative.py │ │ └── parse_args.py │ ├── norm │ │ ├── __init__.py │ │ └── standard_scale.py │ └── parse_args.py ├── profile │ ├── __init__.py │ └── efficiency.py ├── propagations │ ├── README.md │ ├── __init__.py │ ├── alg │ │ └── unifews.h │ ├── prop.cpp │ ├── prop.h │ ├── prop_cppext.pxd │ ├── prop_cppext.pyx │ └── util.h ├── transforms │ ├── __init__.py │ ├── gen_norm.py │ ├── remove_isolated_nodes_edges.py │ └── remove_self_loops.py └── utils │ ├── __init__.py │ ├── dropout.py │ ├── laplacian.py │ └── loader.py ├── pyproject.toml ├── requirements.txt └── setup.py /.gitattributes: -------------------------------------------------------------------------------- 1 | .ipynb linguist-documentation -------------------------------------------------------------------------------- /.github/actions/docs.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gdmnl/Spectral-GNN-Benchmark/HEAD/.github/actions/docs.sh -------------------------------------------------------------------------------- /.github/actions/setup/action.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gdmnl/Spectral-GNN-Benchmark/HEAD/.github/actions/setup/action.yaml 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