| CalibraEval: Calibrating Prediction Distribution to Mitigate Selection Bias in LLMs-as-Judges | Oct 20, 2024 | FairnessPrediction | CodeCode Available | 0 |
| Taking the Counterfactual Online: Efficient and Unbiased Online Evaluation for Ranking | Jul 24, 2020 | counterfactualPosition | CodeCode Available | 0 |
| Algorithm as Experiment: Machine Learning, Market Design, and Policy Eligibility Rules | Apr 26, 2021 | BIG-bench Machine LearningDecision Making | CodeCode Available | 0 |
| Target contrastive pessimistic risk for robust domain adaptation | Jun 25, 2017 | Domain AdaptationSelection bias | CodeCode Available | 0 |
| Causal Inference from Text: Unveiling Interactions between Variables | Nov 9, 2023 | Causal InferenceSelection 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 |
| Improving Conversational Recommendation Systems via Bias Analysis and Language-Model-Enhanced Data Augmentation | Oct 25, 2023 | Conversational RecommendationData Augmentation | CodeCode Available | 0 |
| Causality and Independence Enhancement for Biased Node Classification | Oct 14, 2023 | ClassificationNode Classification | CodeCode Available | 0 |
| Improving Heterogeneous Model Reuse by Density Estimation | May 23, 2023 | Density Estimationmodel | CodeCode Available | 0 |
| Causal Machine Learning for Cost-Effective Allocation of Development Aid | Jan 30, 2024 | counterfactualRepresentation Learning | CodeCode Available | 0 |
| Incentivizing Compliance with Algorithmic Instruments | Jul 21, 2021 | Selection bias | CodeCode Available | 0 |
| Addressing Correlated Latent Exogenous Variables in Debiased Recommender Systems | Jun 9, 2025 | FairnessImputation | CodeCode Available | 0 |
| On the Effects of Irrelevant Variables in Treatment Effect Estimation with Deep Disentanglement | Jul 29, 2024 | DisentanglementSelection bias | CodeCode Available | 0 |
| A First Look at Selection Bias in Preference Elicitation for Recommendation | May 1, 2024 | Recommendation SystemsSelection bias | CodeCode Available | 0 |
| The Bandwagon Effect: Not Just Another Bias | Jun 25, 2022 | Recommendation SystemsSelection bias | CodeCode Available | 0 |
| Adversarial Balancing-based Representation Learning for Causal Effect Inference with Observational Data | Apr 30, 2019 | Causal InferenceRepresentation Learning | CodeCode Available | 0 |
| Sample Selection Bias in Evaluation of Prediction Performance of Causal Models | Jun 3, 2021 | PredictionSelection bias | CodeCode Available | 0 |
| Sample Selection Bias in Machine Learning for Healthcare | May 13, 2024 | Selection bias | CodeCode Available | 0 |
| Overcome Modal Bias in Multi-modal Federated Learning via Balanced Modality Selection | Dec 31, 2023 | DiversityFederated Learning | CodeCode Available | 0 |
| Interventional Video Grounding with Dual Contrastive Learning | Jun 21, 2021 | Causal InferenceContrastive Learning | CodeCode Available | 0 |
| Sparse-Group Boosting with Balanced Selection Frequencies: A Simulation-Based Approach and R Implementation | May 31, 2024 | Selection biasVariable Selection | CodeCode Available | 0 |
| Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech Datasets | Nov 1, 2020 | Hate Speech DetectionSelection bias | CodeCode Available | 0 |
| Investigating Subtler Biases in LLMs: Ageism, Beauty, Institutional, and Nationality Bias in Generative Models | Sep 16, 2023 | Age/Bias-conflictingBias Detection | CodeCode Available | 0 |
| Confidence on the Focal: Conformal Prediction with Selection-Conditional Coverage | Mar 6, 2024 | Conformal PredictionDrug Discovery | CodeCode Available | 0 |
| Active Structure Learning of Causal DAGs via Directed Clique Tree | Nov 1, 2020 | Selection bias | CodeCode Available | 0 |
| It Is Different When Items Are Older: Debiasing Recommendations When Selection Bias and User Preferences Are Dynamic | Nov 24, 2021 | Recommendation SystemsSelection bias | CodeCode Available | 0 |
| Pre-training of Graph Augmented Transformers for Medication Recommendation | Jun 2, 2019 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Selection Bias Explorations and Debias Methods for Natural Language Sentence Matching Datasets | May 15, 2019 | Selection biasSentence | CodeCode Available | 0 |
| Learning Group Importance using the Differentiable Hypergeometric Distribution | Mar 3, 2022 | ClusteringSelection bias | CodeCode Available | 0 |
| Selection Bias Induced Spurious Correlations in Large Language Models | Jul 18, 2022 | Selection bias | CodeCode Available | 0 |
| Active Structure Learning of Causal DAGs via Directed Clique Trees | Dec 1, 2020 | Selection bias | CodeCode Available | 0 |
| Pre-Training LiDAR-Based 3D Object Detectors Through Colorization | Oct 23, 2023 | 3D Object DetectionAutonomous Vehicles | CodeCode Available | 0 |
| The Effect of Noise Level on Causal Identification with Additive Noise Models | Aug 24, 2021 | Causal DiscoveryCausal Identification | CodeCode Available | 0 |
| Correcting for Selection Bias and Missing Response in Regression using Privileged Information | Mar 29, 2023 | Imputationregression | CodeCode Available | 0 |
| Using representation balancing to learn conditional-average dose responses from clustered data | Sep 7, 2023 | BenchmarkingCausal Inference | CodeCode Available | 0 |
| Correcting Sociodemographic Selection Biases for Population Prediction from Social Media | Nov 10, 2019 | PredictionSelection bias | CodeCode Available | 0 |
| Correcting the Triplet Selection Bias for Triplet Loss | Sep 1, 2018 | Face RecognitionFine-Grained Image Classification | CodeCode Available | 0 |
| Towards Resolving Propensity Contradiction in Offline Recommender Learning | Oct 16, 2019 | Domain AdaptationSelection bias | CodeCode Available | 0 |
| Selective Inference for Changepoint detection by Recurrent Neural Network | Nov 25, 2023 | Selection biasTime Series | CodeCode Available | 0 |
| Counterfactual Prediction Under Outcome Measurement Error | Feb 22, 2023 | counterfactualDecision Making | CodeCode Available | 0 |
| Consistent Range Approximation for Fair Predictive Modeling | Dec 21, 2022 | FairnessSelection bias | CodeCode Available | 0 |
| Unbiased Top-k Learning to Rank with Causal Likelihood Decomposition | Apr 2, 2022 | Learning-To-RankPosition | CodeCode Available | 0 |
| DCAST: Diverse Class-Aware Self-Training Mitigates Selection Bias for Fairer Learning | Sep 30, 2024 | DiversityDomain Adaptation | CodeCode Available | 0 |
| Uncertainty Calibration for Counterfactual Propensity Estimation in Recommendation | Mar 23, 2023 | counterfactualGeneralization Bounds | CodeCode Available | 0 |
| Debiased Bayesian inference for average treatment effects | Sep 26, 2019 | Bayesian InferenceCausal Inference | CodeCode Available | 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 |
| When Selection Meets Intervention: Additional Complexities in Causal Discovery | Mar 10, 2025 | Causal Discoverycounterfactual | CodeCode Available | 0 |
| Decolonising Data Systems: Using Jyutping or Pinyin as tonal representations of Chinese names for data linkage | Sep 6, 2024 | Selection bias | CodeCode Available | 0 |
| A Debiased MDI Feature Importance Measure for Random Forests | Jun 26, 2019 | Feature Importancefeature selection | CodeCode Available | 0 |
| Decorrelated Clustering with Data Selection Bias | Jun 29, 2020 | ClusteringSelection bias | CodeCode Available | 0 |