├── .gitattributes ├── .readthedocs.yml ├── .travis.yml ├── LICENSE ├── LibMTL ├── __init__.py ├── _record.py ├── architecture │ ├── CGC.py │ ├── Cross_stitch.py │ ├── DSelect_k.py │ ├── HPS.py │ ├── LTB.py │ ├── MMoE.py │ ├── MTAN.py │ ├── PLE.py │ ├── __init__.py │ └── abstract_arch.py ├── config.py ├── loss.py ├── metrics.py ├── model │ ├── __init__.py │ ├── resnet.py │ └── resnet_dilated.py ├── trainer.py ├── utils.py └── weighting │ ├── Aligned_MTL.py │ ├── CAGrad.py │ ├── DB_MTL.py │ ├── DWA.py │ ├── EW.py │ ├── ExcessMTL.py │ ├── FAMO.py │ ├── FairGrad.py │ ├── GLS.py │ ├── GradDrop.py │ ├── GradNorm.py │ ├── GradVac.py │ ├── IMTL.py │ ├── MGDA.py │ ├── MoCo.py │ ├── MoDo.py │ ├── Nash_MTL.py │ ├── PCGrad.py │ ├── RLW.py │ ├── SDMGrad.py │ ├── STCH.py │ ├── UPGrad.py │ ├── UW.py │ ├── __init__.py │ └── abstract_weighting.py ├── README.md ├── docs ├── Makefile ├── README.md ├── _build │ ├── doctrees │ │ ├── README.doctree │ │ ├── autoapi_templates │ │ │ └── python │ │ │ │ └── module.doctree │ │ ├── docs │ │ │ ├── _autoapi │ │ │ │ └── LibMTL │ │ │ │ │ ├── _record │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── architecture │ │ │ │ │ ├── CGC │ │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── Cross_stitch │ │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── DSelect_k │ │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── HPS │ │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── MMoE │ │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── MTAN │ │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── PLE │ │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── abstract_arch │ │ │ │ │ │ └── index.doctree │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── config │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── index.doctree │ │ │ │ │ ├── loss │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── metrics │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── model │ │ │ │ │ ├── index.doctree │ │ │ │ │ ├── resnet │ │ │ │ │ │ └── index.doctree │ │ │ │ │ └── resnet_dilated │ │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── trainer │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── utils │ │ │ │ │ └── index.doctree │ │ │ │ │ └── weighting │ │ │ │ │ ├── CAGrad │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── DWA │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── EW │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── GLS │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── GradDrop │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── GradNorm │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── GradVac │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── IMTL │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── MGDA │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── PCGrad │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── RLW │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── UW │ │ │ │ │ └── index.doctree │ │ │ │ │ ├── abstract_weighting │ │ │ │ │ └── index.doctree │ │ │ │ │ └── index.doctree │ │ │ ├── develop │ │ │ │ ├── arch.doctree │ │ │ │ ├── dataset.doctree │ │ │ │ └── weighting.doctree │ │ │ ├── getting_started │ │ │ │ ├── installation.doctree │ │ │ │ ├── introduction.doctree │ │ │ │ └── quick_start.doctree │ │ │ └── user_guide │ │ │ │ ├── benchmark.doctree │ │ │ │ ├── benchmark │ │ │ │ ├── nyuv2.doctree │ │ │ │ └── office.doctree │ │ │ │ ├── framework.doctree │ │ │ │ └── mtl.doctree │ │ ├── environment.pickle │ │ └── index.doctree │ └── html │ │ ├── .buildinfo │ │ ├── README.html │ │ ├── _images │ │ ├── framework.png │ │ ├── multi_input.png │ │ └── rep_grad.png │ │ ├── _modules │ │ ├── LibMTL │ │ │ ├── architecture │ │ │ │ ├── CGC.html │ │ │ │ ├── Cross_stitch.html │ │ │ │ ├── DSelect_k.html │ │ │ │ ├── HPS.html │ │ │ │ ├── MMoE.html │ │ │ │ ├── MTAN.html │ │ │ │ ├── PLE.html │ │ │ │ └── abstract_arch.html │ │ │ ├── config.html │ │ │ ├── loss.html │ │ │ ├── metrics.html │ │ │ ├── model │ │ │ │ ├── resnet.html │ │ │ │ └── resnet_dilated.html │ │ │ ├── trainer.html │ │ │ ├── utils.html │ │ │ └── weighting │ │ │ │ ├── CAGrad.html │ │ │ │ ├── DWA.html │ │ │ │ ├── EW.html │ │ │ │ ├── GLS.html │ │ │ │ ├── GradDrop.html │ │ │ │ ├── GradNorm.html │ │ │ │ ├── GradVac.html │ │ │ │ ├── IMTL.html │ │ │ │ ├── MGDA.html │ │ │ │ ├── PCGrad.html │ │ │ │ ├── RLW.html │ │ │ │ ├── UW.html │ │ │ │ └── abstract_weighting.html │ │ └── index.html │ │ ├── _sources │ │ ├── README.md.txt │ │ ├── autoapi_templates │ │ │ └── python │ │ │ │ └── module.rst.txt │ │ ├── docs │ │ │ ├── _autoapi │ │ │ │ └── LibMTL │ │ │ │ │ ├── _record │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── architecture │ │ │ │ │ ├── CGC │ │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── Cross_stitch │ │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── DSelect_k │ │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── HPS │ │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── MMoE │ │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── MTAN │ │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── PLE │ │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── abstract_arch │ │ │ │ │ │ └── index.rst.txt │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── config │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── index.rst.txt │ │ │ │ │ ├── loss │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── metrics │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── model │ │ │ │ │ ├── index.rst.txt │ │ │ │ │ ├── resnet │ │ │ │ │ │ └── index.rst.txt │ │ │ │ │ └── resnet_dilated │ │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── trainer │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── utils │ │ │ │ │ └── index.rst.txt │ │ │ │ │ └── weighting │ │ │ │ │ ├── CAGrad │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── DWA │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── EW │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── GLS │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── GradDrop │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── GradNorm │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── GradVac │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── IMTL │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── MGDA │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── PCGrad │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── RLW │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── UW │ │ │ │ │ └── index.rst.txt │ │ │ │ │ ├── abstract_weighting │ │ │ │ │ └── index.rst.txt │ │ │ │ │ └── index.rst.txt │ │ │ ├── develop │ │ │ │ ├── arch.md.txt │ │ │ │ ├── dataset.md.txt │ │ │ │ └── weighting.md.txt │ │ │ ├── getting_started │ │ │ │ ├── installation.md.txt │ │ │ │ ├── introduction.md.txt │ │ │ │ └── quick_start.md.txt │ │ │ └── user_guide │ │ │ │ ├── benchmark.rst.txt │ │ │ │ ├── benchmark │ │ │ │ ├── nyuv2.md.txt │ │ │ │ └── office.md.txt │ │ │ │ ├── framework.md.txt │ │ │ │ └── mtl.md.txt │ │ └── index.rst.txt │ │ ├── _static │ │ ├── basic.css │ │ ├── css │ │ │ ├── badge_only.css │ │ │ ├── fonts │ │ │ │ ├── Roboto-Slab-Bold.woff │ │ │ │ ├── Roboto-Slab-Bold.woff2 │ │ │ │ ├── Roboto-Slab-Regular.woff │ │ │ │ ├── Roboto-Slab-Regular.woff2 │ │ │ │ ├── fontawesome-webfont.eot │ │ │ │ ├── fontawesome-webfont.svg │ │ │ │ ├── fontawesome-webfont.ttf │ │ │ │ ├── fontawesome-webfont.woff │ │ │ │ ├── fontawesome-webfont.woff2 │ │ │ │ ├── lato-bold-italic.woff │ │ │ │ ├── lato-bold-italic.woff2 │ │ │ │ ├── lato-bold.woff │ │ │ │ ├── lato-bold.woff2 │ │ │ │ ├── lato-normal-italic.woff │ │ │ │ ├── lato-normal-italic.woff2 │ │ │ │ ├── lato-normal.woff │ │ │ │ └── lato-normal.woff2 │ │ │ └── theme.css │ │ ├── doctools.js │ │ ├── documentation_options.js │ │ ├── file.png │ │ ├── graphviz.css │ │ ├── jquery-3.5.1.js │ │ ├── jquery.js │ │ ├── js │ │ │ ├── badge_only.js │ │ │ ├── html5shiv-printshiv.min.js │ │ │ ├── html5shiv.min.js │ │ │ └── theme.js │ │ ├── language_data.js │ │ ├── minus.png │ │ ├── plus.png │ │ ├── pygments.css │ │ ├── searchtools.js │ │ ├── theme_overrides.css │ │ ├── underscore-1.13.1.js │ │ └── underscore.js │ │ ├── autoapi_templates │ │ └── python │ │ │ └── module.html │ │ ├── docs │ │ ├── _autoapi │ │ │ └── LibMTL │ │ │ │ ├── _record │ │ │ │ └── index.html │ │ │ │ ├── architecture │ │ │ │ ├── CGC │ │ │ │ │ └── index.html │ │ │ │ ├── Cross_stitch │ │ │ │ │ └── index.html │ │ │ │ ├── DSelect_k │ │ │ │ │ └── index.html │ │ │ │ ├── HPS │ │ │ │ │ └── index.html │ │ │ │ ├── MMoE │ │ │ │ │ └── index.html │ │ │ │ ├── MTAN │ │ │ │ │ └── index.html │ │ │ │ ├── PLE │ │ │ │ │ └── index.html │ │ │ │ ├── abstract_arch │ │ │ │ │ └── index.html │ │ │ │ └── index.html │ │ │ │ ├── config │ │ │ │ └── index.html │ │ │ │ ├── index.html │ │ │ │ ├── loss │ │ │ │ └── index.html │ │ │ │ ├── metrics │ │ │ │ └── index.html │ │ │ │ ├── model │ │ │ │ ├── index.html │ │ │ │ ├── resnet │ │ │ │ │ └── index.html │ │ │ │ └── resnet_dilated │ │ │ │ │ └── index.html │ │ │ │ ├── trainer │ │ │ │ └── index.html │ │ │ │ ├── utils │ │ │ │ └── index.html │ │ │ │ └── weighting │ │ │ │ ├── CAGrad │ │ │ │ └── index.html │ │ │ │ ├── DWA │ │ │ │ └── index.html │ │ │ │ ├── EW │ │ │ │ └── index.html │ │ │ │ ├── GLS │ │ │ │ └── index.html │ │ │ │ ├── GradDrop │ │ │ │ └── index.html │ │ │ │ ├── GradNorm │ │ │ │ └── index.html │ │ │ │ ├── GradVac │ │ │ │ └── index.html │ │ │ │ ├── IMTL │ │ │ │ └── index.html │ │ │ │ ├── MGDA │ │ │ │ └── index.html │ │ │ │ ├── PCGrad │ │ │ │ └── index.html │ │ │ │ ├── RLW │ │ │ │ └── index.html │ │ │ │ ├── UW │ │ │ │ └── index.html │ │ │ │ ├── abstract_weighting │ │ │ │ └── index.html │ │ │ │ └── index.html │ │ ├── develop │ │ │ ├── arch.html │ │ │ ├── dataset.html │ │ │ └── weighting.html │ │ ├── getting_started │ │ │ ├── installation.html │ │ │ ├── introduction.html │ │ │ └── quick_start.html │ │ └── user_guide │ │ │ ├── benchmark.html │ │ │ ├── benchmark │ │ │ ├── nyuv2.html │ │ │ └── office.html │ │ │ ├── framework.html │ │ │ └── mtl.html │ │ ├── genindex.html │ │ ├── index.html │ │ ├── objects.inv │ │ ├── py-modindex.html │ │ ├── search.html │ │ └── searchindex.js ├── _static │ └── theme_overrides.css ├── _templates │ └── footer.html ├── autoapi_templates │ └── python │ │ └── module.rst ├── conf.py ├── docs │ ├── _autoapi │ │ └── LibMTL │ │ │ ├── _record │ │ │ └── index.rst │ │ │ ├── architecture │ │ │ ├── CGC │ │ │ │ └── index.rst │ │ │ ├── Cross_stitch │ │ │ │ └── index.rst │ │ │ ├── DSelect_k │ │ │ │ └── index.rst │ │ │ ├── HPS │ │ │ │ └── index.rst │ │ │ ├── MMoE │ │ │ │ └── index.rst │ │ │ ├── MTAN │ │ │ │ └── index.rst │ │ │ ├── PLE │ │ │ │ └── index.rst │ │ │ ├── abstract_arch │ │ │ │ └── index.rst │ │ │ └── index.rst │ │ │ ├── config │ │ │ └── index.rst │ │ │ ├── index.rst │ │ │ ├── loss │ │ │ └── index.rst │ │ │ ├── metrics │ │ │ └── index.rst │ │ │ ├── model │ │ │ ├── index.rst │ │ │ ├── resnet │ │ │ │ └── index.rst │ │ │ └── resnet_dilated │ │ │ │ └── index.rst │ │ │ ├── trainer │ │ │ └── index.rst │ │ │ ├── utils │ │ │ └── index.rst │ │ │ └── weighting │ │ │ ├── CAGrad │ │ │ └── index.rst │ │ │ ├── DWA │ │ │ └── index.rst │ │ │ ├── EW │ │ │ └── index.rst │ │ │ ├── GLS │ │ │ └── index.rst │ │ │ ├── GradDrop │ │ │ └── index.rst │ │ │ ├── GradNorm │ │ │ └── index.rst │ │ │ ├── GradVac │ │ │ └── index.rst │ │ │ ├── IMTL │ │ │ └── index.rst │ │ │ ├── MGDA │ │ │ └── index.rst │ │ │ ├── PCGrad │ │ │ └── index.rst │ │ │ ├── RLW │ │ │ └── index.rst │ │ │ ├── UW │ │ │ └── index.rst │ │ │ ├── abstract_weighting │ │ │ └── index.rst │ │ │ └── index.rst │ ├── develop │ │ ├── arch.md │ │ ├── dataset.md │ │ └── weighting.md │ ├── getting_started │ │ ├── installation.md │ │ ├── introduction.md │ │ └── quick_start.md │ ├── images │ │ ├── framework.png │ │ ├── multi_input.png │ │ └── rep_grad.png │ ├── references.bib │ └── user_guide │ │ ├── benchmark.rst │ │ ├── benchmark │ │ ├── nyuv2.md │ │ └── office.md │ │ ├── framework.md │ │ └── mtl.md ├── index.rst └── requirements.txt ├── examples ├── README.md ├── cityscapes │ ├── README.md │ ├── create_dataset.py │ └── main.py ├── nyu │ ├── README.md │ ├── aspp.py │ ├── create_dataset.py │ ├── main.py │ ├── main_segnet.py │ ├── results │ │ ├── resnet_results.pdf │ │ └── segnet_results.pdf │ ├── segnet_mtan.py │ └── utils.py ├── office │ ├── README.md │ ├── create_dataset.py │ ├── data_txt │ │ ├── office-31 │ │ │ ├── amazon_test.txt │ │ │ ├── amazon_train.txt │ │ │ ├── amazon_val.txt │ │ │ ├── dslr_test.txt │ │ │ ├── dslr_train.txt │ │ │ ├── dslr_val.txt │ │ │ ├── webcam_test.txt │ │ │ ├── webcam_train.txt │ │ │ └── webcam_val.txt │ │ └── office-home │ │ │ ├── Art_test.txt │ │ │ ├── Art_train.txt │ │ │ ├── Art_val.txt │ │ │ ├── Clipart_test.txt │ │ │ ├── Clipart_train.txt │ │ │ ├── Clipart_val.txt │ │ │ ├── Product_test.txt │ │ │ ├── Product_train.txt │ │ │ ├── Product_val.txt │ │ │ ├── Real_World_test.txt │ │ │ ├── Real_World_train.txt │ │ │ └── Real_World_val.txt │ └── main.py ├── qm9 │ ├── README.md │ ├── main.py │ ├── random_split.t │ └── utils.py └── xtreme │ ├── README.md │ ├── create_dataset.py │ ├── main.py │ ├── processors │ ├── pawsx.py │ └── utils_sc.py │ ├── propocess_data │ ├── conll.py │ ├── conllu_to_conll.py │ ├── download_data.sh │ └── utils_preprocess.py │ └── utils.py ├── pyproject.toml ├── requirements.txt ├── setup.py └── tests ├── README.md ├── coverage.svg ├── htmlcov ├── coverage_html.js ├── d_0226cf0404de869f___init___py.html ├── d_0226cf0404de869f__record_py.html ├── d_0226cf0404de869f_config_py.html ├── d_0226cf0404de869f_loss_py.html ├── d_0226cf0404de869f_metrics_py.html ├── d_0226cf0404de869f_trainer_py.html ├── d_0226cf0404de869f_utils_py.html ├── d_2d6ae2ceef8f3ee1___init___py.html ├── d_2d6ae2ceef8f3ee1_resnet_dilated_py.html ├── d_2d6ae2ceef8f3ee1_resnet_py.html ├── d_997679bd2e75e2e9_CAGrad_py.html ├── d_997679bd2e75e2e9_DWA_py.html ├── d_997679bd2e75e2e9_EW_py.html ├── d_997679bd2e75e2e9_GLS_py.html ├── d_997679bd2e75e2e9_GradDrop_py.html ├── d_997679bd2e75e2e9_GradNorm_py.html ├── d_997679bd2e75e2e9_GradVac_py.html ├── d_997679bd2e75e2e9_IMTL_py.html ├── d_997679bd2e75e2e9_MGDA_py.html ├── d_997679bd2e75e2e9_Nash_MTL_py.html ├── d_997679bd2e75e2e9_PCGrad_py.html ├── d_997679bd2e75e2e9_RLW_py.html ├── d_997679bd2e75e2e9_UW_py.html ├── d_997679bd2e75e2e9___init___py.html ├── d_997679bd2e75e2e9_abstract_weighting_py.html ├── d_bd1c6167b4f7256d_CGC_py.html ├── d_bd1c6167b4f7256d_Cross_stitch_py.html ├── d_bd1c6167b4f7256d_DSelect_k_py.html ├── d_bd1c6167b4f7256d_HPS_py.html ├── d_bd1c6167b4f7256d_LTB_py.html ├── d_bd1c6167b4f7256d_MMoE_py.html ├── d_bd1c6167b4f7256d_MTAN_py.html ├── d_bd1c6167b4f7256d_PLE_py.html ├── d_bd1c6167b4f7256d___init___py.html ├── 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