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Title: GitHub - octeufer/PaperNotes: Notes for academic papers

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Description: Notes for academic papers. Contribute to octeufer/PaperNotes development by creating an account on GitHub.

Open Graph Description: Notes for academic papers. Contribute to octeufer/PaperNotes development by creating an account on GitHub.

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RB&DG&Fairhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/tree/master/RB%26DG%26Fair
Uncertaintyhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/tree/master/Uncertainty
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https://patch-diff.githubusercontent.com/octeufer/PaperNotes#papernotes
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Robustness, Domain Generalization and Fairnesshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes#robustness-domain-generalization-and-fairness
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Diagnosis MLhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes#diagnosis-machine-learning-systems
Local Rule Mininghttps://patch-diff.githubusercontent.com/octeufer/PaperNotes#local-rule-mining
https://patch-diff.githubusercontent.com/octeufer/PaperNotes#causality
Causality Lecture Noteshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Causality/CausalityLectureNotes.md
The Book of Whyhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Causality/TheBookOfWhy.md
Quantifying Causal Contribution via Structure Preserving Interventionshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Causality/QuanCIC.md
Generalization and Invariances in the Presence of Unobserved Confoundinghttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Causality/GenInvarUnobConf.md
Learning Causal Effects via Weighted Empirical Risk Minimizationhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Causality/LearnCIWERM.md
The Do-Calculus Revisitedhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Causality/DoCalculusRe.md
Causal Inference by Using Invariant Prediction: Identification and Confidence Intervalshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Causality/CausalInvariantPrediction.md
Does obesity shorten life? The importance of well-defined interventions to answer causal questionshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Causality/ObeConsistency.md
Feature Selection as Causal Inference: Experiments with Text Classificationhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Causality/CausalFStext.md
Causal Regularizationhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Causality/CausalReg.md
A Unified View of Causal and Non-causal Feature Selectionhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Causality/UniCausalFS.md
Causal Decision Making and Causal Effect Estimation Are Not the Same... and Why It Mattershttps://arxiv.org/pdf/2104.04103
https://patch-diff.githubusercontent.com/octeufer/PaperNotes#robustness-domain-generalization-and-fairness
Exchanging Lessons Between Algorithmic Fairness and Domain Generalizationhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/LessonBetweenDOFair.md
Compositional Explanations for Image Classifiershttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/CompXimage.md
Deep Stable Learning for Out-Of-Distribution Generalizationhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/DeepStableGen.md
Double/Debiased Machine Learning for Treatment and Structural Parametershttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/DoubleML.md
The relationship between trust in AI and trustworthy machine learning technologieshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/TrustTech.md
Can I Trust My Fairness Metric? Assessing Fairness with Unlabeled Data and Bayesian Inferencehttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/TrustFair.md
An Investigation of Why Overparameterization Exacerbates Spurious Correlationshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/OverparaSpu.md
Individual Calibration with Randomized Forecastinghttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/IndCali.md
Interpretable Goal-based Prediction and Planning for Autonomous Drivinghttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/InterpretAutoDrive.md
Adversarial Filters of Dataset Biaseshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/AdverFilterData.md
SELECTIVE CLASSIFICATION CAN MAGNIFY DISPARITIES ACROSS GROUPShttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/SelClass.md
Right Decisions from Wrong Predictions:A Mechanism Design Alternative to Individual Calibrationhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/RightWrong.md
DISTRIBUTIONALLY ROBUST NEURAL NETWORKS FOR GROUP SHIFTS: ON THE IMPORTANCE OF REGULARIZATION FOR WORST-CASE GENERALIZATIONhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/DRO.md
Publicly Available Clinical BERT Embeddingshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/ClinicalBERT.md
Performative Predictionhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/PerfPred.md
Strategic Classification is Causal Modeling in Disguisehttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/StrategicClass.md
The Implicit Fairness Criterion of Unconstrained Learninghttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/ImplicitFair.md
UNDERSTANDING DEEP LEARNING REQUIRES RE-THINKING GENERALIZATIONhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/RethinkGen.md
FEATURE-WISE BIAS AMPLIFICATIONhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/FeatureWiseBA.md
Causal Curiosity: RL Agents Discovering Self-supervised Experiments for Causal Representation Learninghttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/CausalCuriosity.md
Directional Bias Amplificationhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/DirectionBA.md
Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraintshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/MenShoping.md
Interpretability Beyond Feature Attribution:Quantitative Testing with Concept Activation Vectors (TCAV)https://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/TCAV.md
Fairness in Machine Learning with Tractable Modelshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/FairTract.md
Heterogeneous Risk Minimizationhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/HRM.md
Toward an Understanding of Adversarial Examples in Clinical Trialshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/AdverTrial.md
Understanding Failures of Deep Networks via Robust Feature Extractionhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/FailDNN.md
Invariant Risk Minimizationhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/RB&DG&Fair/IRM.md
https://patch-diff.githubusercontent.com/octeufer/PaperNotes#uncertainty
Random Sum-Product Networks: A Simple and Effective Approach to Probabilistic Deep Learninghttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Uncertainty/RandSPN.md
Sum-Product Networks: A New Deep Architecturehttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Uncertainty/DeepSPN.md
Second opinion needed: communicating uncertainty in medical machine learninghttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Uncertainty/uncmd.md
Occam`s Razorhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Uncertainty/Occamrazor.md
Bayesian model averaging is not model combinationhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Uncertainty/BMA.md
Knowledge-Gradient Methods for Statistical Learninghttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Uncertainty/ICP.md
https://patch-diff.githubusercontent.com/octeufer/PaperNotes#diagnosis-machine-learning-systems
Improving the quality of machine learning in health applications and clinical researchhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/DiagnosisML/MLquality.md
Distinguishing prognostic and predictive biomarkers: an information theoretic approachhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/DiagnosisML/DisBioMarker.md
Ethical Machine Learning in Health Carehttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/DiagnosisML/EthicalML.md
Sum-Product Networks for Early Outbreak Detection of Emerging Diseaseshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/DiagnosisML/SPNearlyPred.md
AI for radiographic COVID-19 detection selects shortcuts over signalhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/DiagnosisML/RadiographCovid19.md
Explainable Machine Learning in Deploymenthttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/DiagnosisML/XAIdeploy.md
Uncertainty as a Form of Transparency: Measuring, Communicating, and Using Uncertaintyhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/DiagnosisML/UncertaintyTrans.md
https://patch-diff.githubusercontent.com/octeufer/PaperNotes#local-rule-mining
Efficiently Discovering Locally Exceptional yet Globally Representative Subgroupshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/LocalRuleMining/Repsds.md
Discovering Reliable Causal Ruleshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/LocalRuleMining/ReliableCR.md
Learning Certifiably Optimal Rule Lists for Categorical Datahttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/LocalRuleMining/ORLcate.md
Learning Fair Rule Listshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/LocalRuleMining/FairRL.md
Anytime Subgroup Discovery in Numerical Domains with Guaranteeshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/LocalRuleMining/AnytimeSD.md
ROC ’n’ Rule Learning—Towards a Better Understanding of Covering Algorithmshttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/LocalRuleMining/Rocover.md
https://patch-diff.githubusercontent.com/octeufer/PaperNotes#logic-programming
Learning Explanatory Rules from Noisy Datahttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/LogicProgramming/aILP.md
https://patch-diff.githubusercontent.com/octeufer/PaperNotes#explanation
Explaining the Black-box Smoothly A counterfactual Approachhttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Explanation/ExpBBsCF.md
Explaining in Style: Training a GAN to explain a classifier in StyleSpacehttps://patch-diff.githubusercontent.com/octeufer/PaperNotes/blob/master/Explanation/ExpInStyle.md
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