| Consistent Range Approximation for Fair Predictive Modeling | Dec 21, 2022 | FairnessSelection bias | CodeCode Available | 0 |
| Addressing the Selection Bias in Voice Assistance: Training Voice Assistance Model in Python with Equal Data Selection | Dec 20, 2022 | Information RetrievalRetrieval | —Unverified | 0 |
| TCFimt: Temporal Counterfactual Forecasting from Individual Multiple Treatment Perspective | Dec 17, 2022 | Contrastive Learningcounterfactual | —Unverified | 0 |
| Learning to Bound Counterfactual Inference from Observational, Biased and Randomised Data | Dec 6, 2022 | counterfactualCounterfactual Inference | CodeCode Available | 0 |
| PatchMix Augmentation to Identify Causal Features in Few-shot Learning | Nov 29, 2022 | Data AugmentationFew-Shot Learning | —Unverified | 0 |
| Recommending Related Products Using Graph Neural Networks in Directed Graphs | Nov 18, 2022 | Graph Neural NetworkProduct Recommendation | —Unverified | 0 |
| Monitoring machine learning (ML)-based risk prediction algorithms in the presence of confounding medical interventions | Nov 17, 2022 | Bayesian InferenceSelection bias | CodeCode Available | 0 |
| Graph Neural Networks for Causal Inference Under Network Confounding | Nov 15, 2022 | Causal InferenceSelection bias | —Unverified | 0 |
| Robust Difference-in-differences Models | Nov 12, 2022 | Selection bias | CodeCode Available | 0 |
| A Generalized Doubly Robust Learning Framework for Debiasing Post-Click Conversion Rate Prediction | Nov 12, 2022 | Generalization BoundsImputation | —Unverified | 0 |
| Deep Causal Learning: Representation, Discovery and Inference | Nov 7, 2022 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Alleviating the Sample Selection Bias in Few-shot Learning by Removing Projection to the Centroid | Oct 30, 2022 | Few-Shot LearningSelection bias | CodeCode Available | 1 |
| Entire Space Counterfactual Learning: Tuning, Analytical Properties and Industrial Applications | Oct 20, 2022 | Auxiliary Learningcounterfactual | —Unverified | 0 |
| Adaptive Unsupervised Self-training for Disfluency Detection | Oct 1, 2022 | Selection bias | CodeCode Available | 0 |
| Underspecification in Language Modeling Tasks: A Causality-Informed Study of Gendered Pronoun Resolution | Sep 30, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Falsification before Extrapolation in Causal Effect Estimation | Sep 27, 2022 | Selection bias | CodeCode Available | 0 |
| Moderately-Balanced Representation Learning for Treatment Effects with Orthogonality Information | Sep 5, 2022 | Learning TheoryMulti-Task Learning | —Unverified | 0 |
| BOBA: Byzantine-Robust Federated Learning with Label Skewness | Aug 27, 2022 | Federated LearningSelection bias | CodeCode Available | 0 |
| NeurIPS Competition Instructions and Guide: Causal Insights for Learning Paths in Education | Aug 17, 2022 | Causal DiscoverySelection bias | —Unverified | 0 |
| The Effect of Omitted Variables on the Sign of Regression Coefficients | Aug 1, 2022 | regressionSelection bias | —Unverified | 0 |
| Bounding Counterfactuals under Selection Bias | Jul 26, 2022 | Selection bias | CodeCode Available | 0 |
| Selection Bias Induced Spurious Correlations in Large Language Models | Jul 18, 2022 | Selection bias | CodeCode Available | 0 |
| Contrastive Information Transfer for Pre-Ranking Systems | Jul 7, 2022 | Recommendation SystemsRe-Ranking | —Unverified | 0 |
| Identifying the Context Shift between Test Benchmarks and Production Data | Jul 3, 2022 | BenchmarkingBIG-bench Machine Learning | —Unverified | 0 |
| The Bandwagon Effect: Not Just Another Bias | Jun 25, 2022 | Recommendation SystemsSelection bias | CodeCode Available | 0 |
| Never trust, always verify : a roadmap for Trustworthy AI? | Jun 23, 2022 | Autonomous VehiclesSelection bias | CodeCode Available | 0 |
| Then and Now: Quantifying the Longitudinal Validity of Self-Disclosed Depression Diagnoses | Jun 22, 2022 | Selection bias | —Unverified | 0 |
| Generalizing experimental findings: identification beyond adjustments | Jun 14, 2022 | Selection bias | —Unverified | 0 |
| A Constructive GAN-based Approach to Exact Estimate Treatment Effect without Matching | Jun 13, 2022 | counterfactualCounterfactual Inference | —Unverified | 0 |
| Machine Learning Inference on Inequality of Opportunity | Jun 10, 2022 | BIG-bench Machine LearningModel Selection | —Unverified | 0 |
| Singapore Soundscape Site Selection Survey (S5): Identification of Characteristic Soundscapes of Singapore via Weighted k-means Clustering | Jun 7, 2022 | Selection biasUnsupervised Spatial Clustering | CodeCode Available | 0 |
| An Analysis of Selection Bias Issue for Online Advertising | Jun 7, 2022 | Multi-Task LearningSelection bias | —Unverified | 0 |
| Preliminary Results on the Employment Effect of Tourism. A meta-analysis | Jun 1, 2022 | Selection bias | —Unverified | 0 |
| RMT-Net: Reject-aware Multi-Task Network for Modeling Missing-not-at-random Data in Financial Credit Scoring | Jun 1, 2022 | Multi-Task LearningSelection bias | —Unverified | 0 |
| Bias Reduction via Cooperative Bargaining in Synthetic Graph Dataset Generation | May 27, 2022 | BenchmarkingDataset Generation | CodeCode Available | 0 |
| Multiple Domain Causal Networks | May 13, 2022 | Selection bias | —Unverified | 0 |
| Visual Encoding and Debiasing for CTR Prediction | May 9, 2022 | Click-Through Rate PredictionContrastive Learning | —Unverified | 0 |
| What Makes A Good Fisherman? Linear Regression under Self-Selection Bias | May 6, 2022 | EconometricsImitation Learning | —Unverified | 0 |
| Does Interference Exist When Training a Once-For-All Network? | Apr 20, 2022 | AllSelection bias | CodeCode Available | 0 |
| Training Entire-Space Models for Target-oriented Opinion Words Extraction | Apr 15, 2022 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 0 |
| ESCM^2: Entire Space Counterfactual Multi-Task Model for Post-Click Conversion Rate Estimation | Apr 3, 2022 | counterfactualRecommendation Systems | CodeCode Available | 0 |
| Unbiased Top-k Learning to Rank with Causal Likelihood Decomposition | Apr 2, 2022 | Learning-To-RankPosition | CodeCode Available | 0 |
| Racial Sentencing Disparities and Differential Progression Through the Criminal Justice System: Evidence From Linked Federal and State Court Data | Mar 27, 2022 | Selection bias | —Unverified | 0 |
| Implications of Mortality Displacement for Effect Modification and Selection Bias | Mar 26, 2022 | EpidemiologySelection bias | —Unverified | 0 |
| TDR-CL: Targeted Doubly Robust Collaborative Learning for Debiased Recommendations | Mar 19, 2022 | ImputationRecommendation Systems | —Unverified | 0 |
| Multi-Task Adversarial Learning for Treatment Effect Estimation in Basket Trials | Mar 10, 2022 | Causal Inferencecounterfactual | —Unverified | 0 |
| Local Constraint-Based Causal Discovery under Selection Bias | Mar 3, 2022 | Causal Discoveryscoring rule | CodeCode Available | 0 |
| Learning Group Importance using the Differentiable Hypergeometric Distribution | Mar 3, 2022 | ClusteringSelection bias | CodeCode Available | 0 |
| Learning Infomax and Domain-Independent Representations for Causal Effect Inference with Real-World Data | Feb 22, 2022 | Causal InferenceRepresentation Learning | —Unverified | 0 |
| Smartphone-based Hard-braking Event Detection at Scale for Road Safety Services | Feb 4, 2022 | Event DetectionFairness | —Unverified | 0 |