├── LICENSE ├── README.md ├── baselines ├── frcl │ ├── README.md │ ├── __init__.py │ ├── run_frcl_v1_interface.py │ ├── run_frcl_v2.py │ └── utils_frcl.py ├── fromp │ ├── README.md │ ├── __init__.py │ ├── datasets_fromp.py │ ├── models_fromp.py │ ├── opt_fromp.py │ ├── requirements_fromp.txt │ ├── run_fromp_v1_interface.py │ ├── run_fromp_v2.py │ └── utils_fromp.py └── vcl │ ├── README.md │ ├── alg │ ├── cla_models_multihead.py │ ├── coreset.py │ ├── data_generator.py │ ├── utils.py │ └── vcl.py │ ├── cl_vcl.py │ └── run_vcl.py ├── benchmarking ├── __init__.py ├── benchmark_args.py ├── data_loaders │ ├── __init__.py │ ├── get_data.py │ ├── mnist_and_cifar.py │ ├── omniglot.py │ ├── toy.py │ └── utils.py ├── method_cl_frcl.py ├── method_cl_fromp.py ├── method_cl_fsvi.py ├── method_cl_template.py └── train_and_evaluate_cl.py ├── cli.py ├── colab_requirements.txt ├── environment.yml ├── images ├── schematic.png └── toy2D.png ├── notebooks ├── configs │ ├── frcl_no_coreset.pkl │ ├── frcl_with_coreset.pkl │ ├── fromp_no_coreset.pkl │ ├── fromp_with_coreset.pkl │ ├── fsvi_cifar.pkl │ ├── fsvi_match.pkl │ ├── fsvi_minimal_coreset.pkl │ ├── fsvi_no_coreset.pkl │ ├── fsvi_omniglot.pkl │ ├── fsvi_optimized.pkl │ ├── toy2d.pkl │ ├── vcl_no_coreset.pkl │ └── vcl_random_coreset.pkl ├── nb_utils │ ├── common.py │ ├── inspect_reproduced_results.py │ ├── main.sh │ ├── omniglot.py │ ├── pmnist_sh.py │ ├── sfashionmnist_mh.py │ ├── smnist_mh.py │ ├── smnist_sh.py │ ├── split_cifar.py │ ├── toy2d.py │ └── toy_2d_plot_utils.py ├── permuted_mnist_singlehead.ipynb ├── runs │ ├── reproduce_main_results_2_simplified │ │ ├── 2022-07-14-Thursday-16-04-40 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 9 │ │ │ ├── slurm-10519_3.out │ │ │ └── slurm_job_10519_3 │ │ ├── 2022-07-14-Thursday-16-04-41 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 4 │ │ │ ├── slurm-10519_2.out │ │ │ └── slurm_job_10519_2 │ │ ├── 2022-07-14-Thursday-16-04-52 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 4 │ │ │ ├── slurm-10519_1.out │ │ │ └── slurm_job_10519_1 │ │ ├── 2022-07-14-Thursday-16-09-32 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 4 │ │ │ ├── slurm-10519_4.out │ │ │ └── slurm_job_10519_4 │ │ ├── 2022-07-14-Thursday-16-10-18 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 9 │ │ │ ├── slurm-10519_5.out │ │ │ └── slurm_job_10519_5 │ │ ├── 2022-07-14-Thursday-16-19-06 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 4 │ │ │ ├── slurm-10519_6.out │ │ │ └── slurm_job_10519_6 │ │ ├── 2022-07-14-Thursday-16-20-12 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 4 │ │ │ ├── slurm-10519_7.out │ │ │ └── slurm_job_10519_7 │ │ ├── 2022-07-14-Thursday-16-24-21 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 4 │ │ │ ├── slurm-10519_8.out │ │ │ └── slurm_job_10519_8 │ │ ├── 2022-07-14-Thursday-16-25-35 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 9 │ │ │ ├── slurm-10519_9.out │ │ │ └── slurm_job_10519_9 │ │ ├── 2022-07-14-Thursday-16-26-02 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 4 │ │ │ ├── slurm-10519_10.out │ │ │ └── slurm_job_10519_10 │ │ ├── 2022-07-14-Thursday-16-28-37 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 4 │ │ │ ├── slurm-10519_11.out │ │ │ └── slurm_job_10519_11 │ │ ├── 2022-07-14-Thursday-16-28-55 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 4 │ │ │ ├── slurm-10519_12.out │ │ │ └── slurm_job_10519_12 │ │ ├── 2022-07-14-Thursday-17-22-27 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 4 │ │ │ ├── slurm-10540_5.out │ │ │ └── slurm_job_10540_5 │ │ ├── 2022-07-14-Thursday-17-22-43 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 9 │ │ │ ├── slurm-10540_4.out │ │ │ └── slurm_job_10540_4 │ │ ├── 2022-07-14-Thursday-17-22-48 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 4 │ │ │ ├── slurm-10540_2.out │ │ │ └── slurm_job_10540_2 │ │ ├── 2022-07-15-Friday-01-06-35 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 49 │ │ │ ├── slurm-10599_2.out │ │ │ └── slurm_job_10599_2 │ │ ├── 2022-07-15-Friday-12-06-52 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 5 │ │ │ └── slurm_job_10678 │ │ ├── 2022-07-15-Friday-13-56-12 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 5 │ │ │ ├── slurm-10758_1.out │ │ │ └── slurm_job_10758_1 │ │ ├── 2022-09-26-Monday-21-08-26 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ │ └── 5 │ │ │ ├── slurm-23940_1.out │ │ │ └── slurm_job_23940_1 │ │ └── 2022-10-08-Saturday-21-58-47 │ │ │ ├── chkpt │ │ │ ├── command_line.txt │ │ │ ├── git_commit.txt │ │ │ ├── raw_training_log │ │ │ └── 5 │ │ │ ├── slurm-28505_1.out │ │ │ └── slurm_job_28505_1 │ └── reproduce_main_results_3 │ │ ├── 2022-07-14-Thursday-15-33-02 │ │ ├── chkpt │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm-10487_1.out │ │ ├── slurm_job_10487_1 │ │ └── workspace_changes.diff │ │ ├── 2022-07-14-Thursday-15-38-44 │ │ ├── chkpt │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm-10487_2.out │ │ ├── slurm_job_10487_2 │ │ └── workspace_changes.diff │ │ ├── 2022-07-14-Thursday-15-44-25 │ │ ├── chkpt │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm-10487_3.out │ │ ├── slurm_job_10487_3 │ │ └── workspace_changes.diff │ │ ├── 2022-07-14-Thursday-15-50-01 │ │ ├── chkpt │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm-10487_6.out │ │ ├── slurm_job_10487_6 │ │ └── workspace_changes.diff │ │ ├── 2022-07-14-Thursday-15-56-55 │ │ ├── chkpt │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm-10487_8.out │ │ ├── slurm_job_10487_8 │ │ └── workspace_changes.diff │ │ ├── 2022-07-14-Thursday-15-56-58 │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm_job_10487_7 │ │ └── workspace_changes.diff │ │ ├── 2022-07-14-Thursday-16-01-35 │ │ ├── chkpt │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm-10487_9.out │ │ ├── slurm_job_10487_9 │ │ └── workspace_changes.diff │ │ ├── 2022-07-14-Thursday-16-03-06 │ │ ├── chkpt │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm-10487_10.out │ │ ├── slurm_job_10487_10 │ │ └── workspace_changes.diff │ │ ├── 2022-07-14-Thursday-16-03-12 │ │ ├── chkpt │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm-10487_11.out │ │ ├── slurm_job_10487_11 │ │ └── workspace_changes.diff │ │ ├── 2022-07-14-Thursday-16-04-48 │ │ ├── chkpt │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm-10487_12.out │ │ ├── slurm_job_10487_12 │ │ └── workspace_changes.diff │ │ ├── 2022-07-14-Thursday-16-05-49 │ │ ├── chkpt │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm-10487_13.out │ │ ├── slurm_job_10487_13 │ │ └── workspace_changes.diff │ │ ├── 2022-07-14-Thursday-16-06-16 │ │ ├── chkpt │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm-10487_14.out │ │ ├── slurm_job_10487_14 │ │ └── workspace_changes.diff │ │ ├── 2022-07-14-Thursday-16-08-28 │ │ ├── chkpt │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm-10487_15.out │ │ ├── slurm_job_10487_15 │ │ └── workspace_changes.diff │ │ ├── 2022-07-14-Thursday-19-06-38 │ │ ├── chkpt │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm-10554_1.out │ │ ├── slurm_job_10554_1 │ │ └── workspace_changes.diff │ │ ├── 2022-07-14-Thursday-19-06-39 │ │ ├── chkpt │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm-10554_3.out │ │ ├── slurm_job_10554_3 │ │ └── workspace_changes.diff │ │ └── 2022-07-14-Thursday-19-06-40 │ │ ├── chkpt │ │ ├── command_line.txt │ │ ├── git_commit.txt │ │ ├── log │ │ ├── slurm-10554_2.out │ │ ├── slurm_job_10554_2 │ │ └── workspace_changes.diff ├── sequential_omniglot_multihead.ipynb ├── split_cifar_multihead.ipynb ├── split_fashionmnist_multihead.ipynb ├── split_mnist_multihead.ipynb ├── split_mnist_singlehead.ipynb └── toy2d.ipynb ├── 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