| 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 |
| A Generalized Doubly Robust Learning Framework for Debiasing Post-Click Conversion Rate Prediction | Nov 12, 2022 | Generalization BoundsImputation | —Unverified | 0 |
| Robust Difference-in-differences Models | Nov 12, 2022 | Selection bias | CodeCode Available | 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 |
