Towards understanding Machine Learning theory in 69 days :)
| Section | Documents | Paper/Applications | Titles |
|---|---|---|---|
| PAC-Bayes Analysis | PAC-Bayes Analysis | SAM, SAM_AT, SparseSAM, direct_PAC | Sharpness-aware Minimization for Efficiently Improving Generalization, Sharpness-Aware Minimization Alone can Improve Adversarial Robustness, Systematic Investigation of Sparse Perturbed Sharpness-Aware Minimization Optimizer, Improving Robust Generalization by Direct PAC-Bayesian Bound Minimization |
| Optimal Transport | Optimal Transport | analysisSinkhorn, UOT_object_detect, UOT_crowd_counting | On Unbalanced Optimal Transport: An Analysis of Sinkhorn Algorithm, Unbalanced Optimal Transport: A Unified Framework for Object Detection, A Generalized Loss Function for Crowd Counting and Localization |
| Statistical Inference | Statistical Inference | valid_PSI, exact_PSI, OT_DA | Valid Post-Selection Inference, Exact Post-Selection Inference with application to the LASSO, Optimal Transport for Domain Adaptation |