| Deep Causal Learning: Representation, Discovery and Inference | Nov 7, 2022 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| 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 |
| 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 |
| Preliminary Results on the Employment Effect of Tourism. A meta-analysis | Jun 1, 2022 | Selection 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 |
