| Open-LLM-Leaderboard: From Multi-choice to Open-style Questions for LLMs Evaluation, Benchmark, and Arena | Jun 11, 2024 | Multiple-choiceSelection bias | CodeCode Available | 2 |
| Strengthened Symbol Binding Makes Large Language Models Reliable Multiple-Choice Selectors | Jun 3, 2024 | Multiple-choiceSelection bias | 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 |
| Jump-teaching: Ultra Efficient and Robust Learning with Noisy Label | May 27, 2024 | Learning with noisy labelsSelection bias | —Unverified | 0 |
| Revisiting Counterfactual Regression through the Lens of Gromov-Wasserstein Information Bottleneck | May 24, 2024 | counterfactualregression | CodeCode Available | 0 |
| Challenging Gradient Boosted Decision Trees with Tabular Transformers for Fraud Detection at Booking.com | May 22, 2024 | Fraud DetectionSelection bias | —Unverified | 0 |
| The MovieLens Beliefs Dataset: Collecting Pre-Choice Data for Online Recommender Systems | May 17, 2024 | Recommendation SystemsSelection bias | —Unverified | 0 |
| Sample Selection Bias in Machine Learning for Healthcare | May 13, 2024 | Selection bias | CodeCode Available | 0 |
| Full Stage Learning to Rank: A Unified Framework for Multi-Stage Systems | May 8, 2024 | Information RetrievalLearning-To-Rank | —Unverified | 0 |
| A Model-based Multi-Agent Personalized Short-Video Recommender System | May 3, 2024 | Recommendation SystemsReinforcement Learning (RL) | —Unverified | 0 |
| A First Look at Selection Bias in Preference Elicitation for Recommendation | May 1, 2024 | Recommendation SystemsSelection bias | CodeCode Available | 0 |
| Be Aware of the Neighborhood Effect: Modeling Selection Bias under Interference | Apr 30, 2024 | Causal InferenceRecommendation Systems | CodeCode Available | 0 |
| Going Beyond Popularity and Positivity Bias: Correcting for Multifactorial Bias in Recommender Systems | Apr 29, 2024 | Recommendation SystemsSelection bias | CodeCode Available | 0 |
| A Nonresponse Bias Correction using Nonrandom Followup with an Application to the Gender Entrepreneurship Gap | Apr 26, 2024 | AttributeSelection bias | —Unverified | 0 |
| Differentiable Pareto-Smoothed Weighting for High-Dimensional Heterogeneous Treatment Effect Estimation | Apr 26, 2024 | Heterogeneous Treatment Effect EstimationRepresentation Learning | CodeCode Available | 0 |
| How to be fair? A study of label and selection bias | Mar 21, 2024 | FairnessSelection bias | —Unverified | 0 |
| Confidence on the Focal: Conformal Prediction with Selection-Conditional Coverage | Mar 6, 2024 | Conformal PredictionDrug Discovery | CodeCode Available | 0 |
| Evaluating and Correcting Performative Effects of Decision Support Systems via Causal Domain Shift | Mar 1, 2024 | PredictionSelection bias | —Unverified | 0 |
| Doubly Calibrated Estimator for Recommendation on Data Missing Not At Random | Feb 26, 2024 | ImputationRecommendation Systems | CodeCode Available | 0 |
| Sample-Efficient Linear Regression with Self-Selection Bias | Feb 22, 2024 | regressionSelection bias | —Unverified | 0 |
| CounterCLR: Counterfactual Contrastive Learning with Non-random Missing Data in Recommendation | Feb 8, 2024 | Contrastive Learningcounterfactual | —Unverified | 0 |
| Continuous Treatment Effects with Surrogate Outcomes | Jan 31, 2024 | Causal InferenceSelection bias | —Unverified | 0 |
| Causal Machine Learning for Cost-Effective Allocation of Development Aid | Jan 30, 2024 | counterfactualRepresentation Learning | CodeCode Available | 0 |
| Reducing Selection Bias in Large Language Models | Jan 29, 2024 | Decision MakingObject | —Unverified | 0 |
| The Carbon Premium: Correlation or Causation? Evidence from S&P 500 Companies | Jan 29, 2024 | Selection bias | —Unverified | 0 |
| Modeling Latent Selection with Structural Causal Models | Jan 12, 2024 | Causal InferenceSelection bias | —Unverified | 0 |
| A Shocking Amount of the Web is Machine Translated: Insights from Multi-Way Parallelism | Jan 11, 2024 | Machine TranslationSelection bias | CodeCode Available | 0 |
| Inferring Heterogeneous Treatment Effects of Crashes on Highway Traffic: A Doubly Robust Causal Machine Learning Approach | Jan 1, 2024 | Causal Inferencecounterfactual | —Unverified | 0 |
| Overcome Modal Bias in Multi-modal Federated Learning via Balanced Modality Selection | Dec 31, 2023 | DiversityFederated Learning | CodeCode Available | 0 |
| Robustly Improving Bandit Algorithms with Confounded and Selection Biased Offline Data: A Causal Approach | Dec 20, 2023 | Selection bias | —Unverified | 0 |
| Selective Inference for Changepoint detection by Recurrent Neural Network | Nov 25, 2023 | Selection biasTime Series | CodeCode Available | 0 |
| An adaptive denoising recommendation algorithm for causal separation bias | Nov 15, 2023 | Causal InferenceDenoising | CodeCode Available | 0 |
| Towards a Transportable Causal Network Model Based on Observational Healthcare Data | Nov 13, 2023 | Causal DiscoveryDecision Making | —Unverified | 0 |
| Causal Inference from Text: Unveiling Interactions between Variables | Nov 9, 2023 | Causal InferenceSelection bias | CodeCode Available | 0 |
| Unmasking Bias in AI: A Systematic Review of Bias Detection and Mitigation Strategies in Electronic Health Record-based Models | Oct 30, 2023 | ArticlesBias Detection | —Unverified | 0 |
| Optimal Transport for Treatment Effect Estimation | Oct 27, 2023 | counterfactualSelection bias | —Unverified | 0 |
| Improving Conversational Recommendation Systems via Bias Analysis and Language-Model-Enhanced Data Augmentation | Oct 25, 2023 | Conversational RecommendationData Augmentation | CodeCode Available | 0 |
| Phenotype selection due to mutational robustness | Oct 24, 2023 | Selection bias | —Unverified | 0 |
| Analyzing User Characteristics of Hate Speech Spreaders on Social Media | Oct 24, 2023 | Causal InferenceSelection bias | —Unverified | 0 |
| Leveraging Ensemble Diversity for Robust Self-Training in the Presence of Sample Selection Bias | Oct 23, 2023 | DiversitySelection bias | CodeCode Available | 1 |
| Pre-Training LiDAR-Based 3D Object Detectors Through Colorization | Oct 23, 2023 | 3D Object DetectionAutonomous Vehicles | CodeCode Available | 0 |
| Batch-Mix Negative Sampling for Learning Recommendation Retrievers | Oct 21, 2023 | Collaborative FilteringSelection bias | CodeCode Available | 0 |
| Combating Label Noise With A General Surrogate Model For Sample Selection | Oct 16, 2023 | MemorizationSelection bias | —Unverified | 0 |
| Causality and Independence Enhancement for Biased Node Classification | Oct 14, 2023 | ClassificationNode Classification | CodeCode Available | 0 |
| Rethinking Large-scale Pre-ranking System: Entire-chain Cross-domain Models | Oct 12, 2023 | Recommendation SystemsRe-Ranking | CodeCode Available | 0 |
| A Double Machine Learning Approach for the Evaluation of COVID-19 Vaccine Effectiveness under the Test-Negative Design: Analysis of Québec Administrative Data | Oct 6, 2023 | Selection bias | CodeCode Available | 0 |
| Hire When You Need to: Gradual Participant Recruitment for Auction-based Federated Learning | Oct 4, 2023 | DiversityFederated Learning | —Unverified | 0 |
| Synthia's Melody: A Benchmark Framework for Unsupervised Domain Adaptation in Audio | Sep 26, 2023 | AttributeDeep Learning | CodeCode Available | 0 |
| RE-SORT: Removing Spurious Correlation in Multilevel Interaction for CTR Prediction | Sep 26, 2023 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 0 |
| HANS, are you clever? Clever Hans Effect Analysis of Neural Systems | Sep 21, 2023 | Decision MakingMultiple-choice | —Unverified | 0 |