| Not All Languages are Equal: Insights into Multilingual Retrieval-Augmented Generation | Oct 29, 2024 | AllRetrieval | CodeCode Available | 0 |
| Contextual Representation Anchor Network to Alleviate Selection Bias in Few-Shot Drug Discovery | Oct 28, 2024 | Drug DiscoveryFew-Shot Learning | —Unverified | 0 |
| A Systematic Review of Machine Learning Approaches for Detecting Deceptive Activities on Social Media: Methods, Challenges, and Biases | Oct 26, 2024 | MisinformationSelection bias | —Unverified | 0 |
| Inference on High Dimensional Selective Labeling Models | Oct 24, 2024 | Selection bias | —Unverified | 0 |
| Heterogeneous Random Forest | Oct 24, 2024 | DiversitySelection bias | CodeCode Available | 0 |
| Leveraging CORAL-Correlation Consistency Network for Semi-Supervised Left Atrium MRI Segmentation | Oct 21, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| CalibraEval: Calibrating Prediction Distribution to Mitigate Selection Bias in LLMs-as-Judges | Oct 20, 2024 | FairnessPrediction | CodeCode Available | 0 |
| Addressing Blind Guessing: Calibration of Selection Bias in Multiple-Choice Question Answering by Video Language Models | Oct 18, 2024 | FairnessMultiple-choice | —Unverified | 0 |
| Partially Identified Heterogeneous Treatment Effect with Selection: An Application to Gender Gaps | Oct 2, 2024 | Selection bias | —Unverified | 0 |
| DCAST: Diverse Class-Aware Self-Training Mitigates Selection Bias for Fairer Learning | Sep 30, 2024 | DiversityDomain Adaptation | CodeCode Available | 0 |
| Mitigating Selection Bias with Node Pruning and Auxiliary Options | Sep 27, 2024 | Multiple-choiceSelection bias | —Unverified | 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 |
| From Lazy to Prolific: Tackling Missing Labels in Open Vocabulary Extreme Classification by Positive-Unlabeled Sequence Learning | Aug 16, 2024 | Extreme Multi-Label ClassificationKeyphrase Generation | —Unverified | 0 |
| GABInsight: Exploring Gender-Activity Binding Bias in Vision-Language Models | Jul 30, 2024 | Image to textImage-to-Text Retrieval | CodeCode Available | 0 |
| On the Effects of Irrelevant Variables in Treatment Effect Estimation with Deep Disentanglement | Jul 29, 2024 | DisentanglementSelection bias | CodeCode Available | 0 |
| Large Language Models as Co-Pilots for Causal Inference in Medical Studies | Jul 26, 2024 | Causal InferenceSelection bias | —Unverified | 0 |
| Augmented prediction of a true class for Positive Unlabeled data under selection bias | Jul 14, 2024 | PredictionSelection bias | CodeCode Available | 0 |
| Towards Systematic Monolingual NLP Surveys: GenA of Greek NLP | Jul 13, 2024 | Selection biasSystematic Literature Review | CodeCode Available | 0 |
| Stable Heterogeneous Treatment Effect Estimation across Out-of-Distribution Populations | Jul 3, 2024 | counterfactualHeterogeneous Treatment Effect Estimation | CodeCode Available | 0 |
| Proximity Matters: Local Proximity Preserved Balancing for Treatment Effect Estimation | Jul 1, 2024 | counterfactualSelection bias | —Unverified | 0 |
| DIRAS: Efficient LLM Annotation of Document Relevance in Retrieval Augmented Generation | Jun 20, 2024 | Information RetrievalRAG | CodeCode Available | 0 |
| Can Many-Shot In-Context Learning Help LLMs as Evaluators? A Preliminary Empirical Study | Jun 17, 2024 | In-Context LearningSelection bias | —Unverified | 0 |
| 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 |
| The Carbon Premium: Correlation or Causation? Evidence from S&P 500 Companies | Jan 29, 2024 | Selection bias | —Unverified | 0 |
| Reducing Selection Bias in Large Language Models | Jan 29, 2024 | Decision MakingObject | —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 |