├── .gitignore ├── Imgs ├── NND.png └── method.png ├── LICENSE ├── README.md ├── configs └── nncsl │ ├── cifar10 │ ├── cifar10_0.8%_buffer500_csl.yaml │ ├── cifar10_0.8%_buffer500_nncsl.yaml │ ├── cifar10_0.8%_buffer500_paws.yaml │ ├── cifar10_25%_buffer500_csl.yaml │ ├── cifar10_25%_buffer500_nncsl.yaml │ ├── cifar10_25%_buffer500_paws.yaml │ ├── cifar10_5%_buffer500_csl.yaml │ ├── cifar10_5%_buffer500_nncsl.yaml │ └── cifar10_5%_buffer500_paws.yaml │ ├── cifar100 │ ├── cifar100_0.8%_buffer500_csl.yaml │ ├── cifar100_0.8%_buffer500_nncsl.yaml │ ├── cifar100_0.8%_buffer5120_nncsl.yaml │ ├── cifar100_25%_buffer500_csl.yaml │ ├── cifar100_25%_buffer500_nncsl.yaml │ ├── cifar100_25%_buffer500_paws.yaml │ ├── cifar100_5%_buffer500_csl.yaml │ ├── cifar100_5%_buffer500_nncsl.yaml │ └── cifar100_5%_buffer500_paws.yaml │ └── imagenet100 │ ├── imgnt100_1%_buffer500_csl.yaml │ ├── imgnt100_1%_buffer500_nncsl.yaml │ └── imgnt100_1%_buffer500_paws.yaml ├── log ├── cifar10_0.8%_buffer500.log ├── cifar10_25%_buf500.log └── cifar10_5%_buffer500.log ├── main.py ├── requirements.txt ├── src ├── __pycache__ │ ├── buffer.cpython-38.pyc │ ├── data_manager.cpython-38.pyc │ ├── data_manager.cpython-38.pyc.140194803562160 │ ├── fine_tune.cpython-38.pyc │ ├── lars.cpython-38.pyc │ ├── losses.cpython-37.pyc │ ├── losses.cpython-38.pyc │ ├── mixup.cpython-38.pyc │ ├── nncsl_train.cpython-38.pyc │ ├── nncsl_train_reservoir.cpython-38.pyc │ ├── paws_eval.cpython-38.pyc │ ├── paws_eval_fwd.cpython-38.pyc │ ├── paws_train.cpython-37.pyc │ ├── paws_train.cpython-38.pyc │ ├── paws_train.cpython-38.pyc.139660460754528 │ ├── paws_train.cpython-38.pyc.139754259093088 │ ├── paws_train.cpython-38.pyc.140301723611328 │ ├── paws_train.cpython-38.pyc.140668880782944 │ ├── paws_train2.cpython-38.pyc │ ├── resnet.cpython-37.pyc │ ├── resnet.cpython-38.pyc │ ├── resnet_deconv.cpython-38.pyc │ ├── sgd.cpython-38.pyc │ ├── snn_fine_tune.cpython-38.pyc │ ├── suncet_train.cpython-38.pyc │ ├── utils.cpython-37.pyc │ ├── utils.cpython-38.pyc │ ├── vae.cpython-38.pyc │ ├── vvae.cpython-38.pyc │ ├── vvvae.cpython-38.pyc │ ├── wide_resnet.cpython-37.pyc │ └── wide_resnet.cpython-38.pyc ├── buffer.py ├── data_manager.py ├── lars.py ├── losses.py ├── nncsl_train.py ├── resnet.py ├── sgd.py └── utils.py └── subsets ├── cifar10 ├── 0.8%_seed0.txt ├── 0.8%_seed0_cls.txt ├── 25%_seed0.txt ├── 25%_seed0_cls.txt ├── 5%_seed0.txt └── 5%_seed0_cls.txt ├── cifar100 ├── 0.8%_seed0.txt ├── 0.8%_seed0_cls.txt ├── 25%_seed0.txt ├── 25%_seed0_cls.txt ├── 5%_seed0.txt └── 5%_seed0_cls.txt ├── imagenet100 ├── 1%_seed0.txt └── 1%_seed0_cls.txt └── make_subset.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kangzhiq/NNCSL/HEAD/.gitignore -------------------------------------------------------------------------------- /Imgs/NND.png: -------------------------------------------------------------------------------- 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