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artifacts_forward_vs_clwl_imperfect_M
artifacts_forward_vs_clwl_imperfect_M
 
 
artifacts_forward_vs_clwl_structured_imperfect_M
artifacts_forward_vs_clwl_structured_imperfect_M
 
 
data/MNIST/raw
data/MNIST/raw
 
 
formal_comparison_figures
formal_comparison_figures
 
 
formal_comparison_results
formal_comparison_results
 
 
formal_comparison_results_mnist_real
formal_comparison_results_mnist_real
 
 
formal_comparison_tables
formal_comparison_tables
 
 
formal_group_results
formal_group_results
 
 
.gitignore
.gitignore
 
 
0428clwl_nondominanc_mnist_viz.py
0428clwl_nondominanc_mnist_viz.py
 
 
0501clwl_mnist10_numpy_row_tilt_early_margin.py
0501clwl_mnist10_numpy_row_tilt_early_margin.py
 
 
0502run_mnist10_misspecified_failure_experiments.py
0502run_mnist10_misspecified_failure_experiments.py
 
 
0503synthetic_fwd_row_tilt.py
0503synthetic_fwd_row_tilt.py
 
 
4.27clwl_mnist10_row_tilt_consistent_candidate.py
4.27clwl_mnist10_row_tilt_consistent_candidate.py
 
 
4.27clwl_mnist4_3mode_row_tilt_stable_candidate.py
4.27clwl_mnist4_3mode_row_tilt_stable_candidate.py
 
 
5.3new_clwl_instancedep_mnist4_multiclass_d20.py
5.3new_clwl_instancedep_mnist4_multiclass_d20.py
 
 
5.4clwl_cour_mnist4_experiment.py
5.4clwl_cour_mnist4_experiment.py
 
 
5.4clwl_cour_synthetic.py
5.4clwl_cour_synthetic.py
 
 
5.5cifar10_clcl_noncomplementary.py
5.5cifar10_clcl_noncomplementary.py
 
 
5.5cifar10_clwl_fwd_row_tilt.py
5.5cifar10_clwl_fwd_row_tilt.py
 
 
5.5cifar10_clwl_fwd_row_tilt_checkpoint.py
5.5cifar10_clwl_fwd_row_tilt_checkpoint.py
 
 
5.6cifar10_clcl_clwl_complementary.py
5.6cifar10_clcl_clwl_complementary.py
 
 
5.6cifar10_clpl_clwl_nondominance.py
5.6cifar10_clpl_clwl_nondominance.py
 
 
5.7cifar10_clcl_clwl_standard_complementary.py
5.7cifar10_clcl_clwl_standard_complementary.py
 
 
AGENTS.md
AGENTS.md
 
 
CLWL loss.py
CLWL loss.py
 
 
README.md
README.md
 
 
clwl_convergence_demo.png
clwl_convergence_demo.png
 
 
clwl_experiments_module13_formal_comparison_runner.py
clwl_experiments_module13_formal_comparison_runner.py
 
 
clwl_experiments_module14_formal_comparison_launcher.py
clwl_experiments_module14_formal_comparison_launcher.py
 
 
clwl_experiments_module15_formal_comparison_summarizer.py
clwl_experiments_module15_formal_comparison_summarizer.py
 
 
clwl_experiments_module16_formal_figure_builder.py
clwl_experiments_module16_formal_figure_builder.py
 
 
clwl_experiments_module1_t_construction.py
clwl_experiments_module1_t_construction.py
 
 
clwl_experiments_module2_weak_label_generators.py
clwl_experiments_module2_weak_label_generators.py
 
 
clwl_experiments_module3_real_mnist_data.py
clwl_experiments_module3_real_mnist_data.py
 
 
clwl_experiments_module3_synthetic_clean_data.py
clwl_experiments_module3_synthetic_clean_data.py
 
 
clwl_experiments_module4_weak_label_dataset.py
clwl_experiments_module4_weak_label_dataset.py
 
 
clwl_experiments_module5_clwl_loss.py
clwl_experiments_module5_clwl_loss.py
 
 
clwl_experiments_module6_metrics.py
clwl_experiments_module6_metrics.py
 
 
clwl_experiments_module7_clwl_training.py
clwl_experiments_module7_clwl_training.py
 
 
clwl_experiments_module8_clpl_training.py
clwl_experiments_module8_clpl_training.py
 
 
clwl_experiments_module9_clcl_training.py
clwl_experiments_module9_clcl_training.py
 
 
clwl_mnist4_pair_row_tilt_corrected_fullbatch (1).py
clwl_mnist4_pair_row_tilt_corrected_fullbatch (1).py
 
 
clwl_mnist_incomplete_asym_experiment.py
clwl_mnist_incomplete_asym_experiment.py
 
 
clwl_mnist_row_tilt_experiment.py
clwl_mnist_row_tilt_experiment.py
 
 
clwl_single_cell.py
clwl_single_cell.py
 
 
clwl_single_file_template.py
clwl_single_file_template.py
 
 
download_cifar.py
download_cifar.py
 
 
g3test.py
g3test.py
 
 
import torchT.py
import torchT.py
 
 
module18_real_mnist4_forward_vs_clwl.py
module18_real_mnist4_forward_vs_clwl.py
 
 
module19_binary_synthetic_clwl_friendly_forward_unfriendly.py
module19_binary_synthetic_clwl_friendly_forward_unfriendly.py
 
 
module21_settingA_nullspace_Mhat_robustness.py
module21_settingA_nullspace_Mhat_robustness.py
 
 
row_tilt_optimized_response_bias_experiment.py
row_tilt_optimized_response_bias_experiment.py
 
 
run_mnist_real_smoke.py
run_mnist_real_smoke.py
 
 
synthetic pipline.py
synthetic pipline.py
 
 
synthetic_fwd_row_tilt.py
synthetic_fwd_row_tilt.py
 
 
test.ipynb
test.ipynb
 
 

Repository files navigation

CLWL_Experiments

  • module1: T construction from M
  • module2: weak-label family generators
  • module3: synthetic clean data generation
  • module4: weak-label dataset packaging
  • module5: CLWL loss / risk
  • module6: metrics
  • module7: CLWL trainer
  • module8: CLPL trainer
  • module9: CLCL trainer
  • module13: formal comparison runner for the 6 final experiment groups
  • module14: formal comparison launcher
  • module15: formal comparison summarizer
  • module16: formal figure builder
  • module17: forward vs clwl

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