| Exploring Transformer Backbones for Heterogeneous Treatment Effect Estimation | Feb 2, 2022 | Heterogeneous Treatment Effect EstimationPOS | CodeCode Available | 1 |
| DRTCI: Learning Disentangled Representations for Temporal Causal Inference | Jan 20, 2022 | Causal Inferencecounterfactual | —Unverified | 0 |
| UKD: Debiasing Conversion Rate Estimation via Uncertainty-regularized Knowledge Distillation | Jan 20, 2022 | Knowledge DistillationSelection bias | —Unverified | 0 |
| Debiased Graph Neural Networks with Agnostic Label Selection Bias | Jan 19, 2022 | parameter estimationSelection bias | —Unverified | 0 |
| REST: Debiased Social Recommendation via Reconstructing Exposure Strategies | Jan 13, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 |
| Heckman-Selection or Two-Part models for alcohol studies? Depends | Dec 20, 2021 | Selection biasSurvey | —Unverified | 0 |
| Rethinking Importance Weighting for Transfer Learning | Dec 19, 2021 | Selection biasTransfer Learning | —Unverified | 0 |
| More Reviews May Not Help: Evidence from Incentivized First Reviews on Airbnb | Dec 17, 2021 | Selection bias | —Unverified | 0 |
| Generalizing Off-Policy Learning under Sample Selection Bias | Dec 2, 2021 | Selection bias | —Unverified | 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 |
| Iterative Causal Discovery in the Possible Presence of Latent Confounders and Selection Bias | Nov 7, 2021 | Causal DiscoverySelection bias | CodeCode Available | 0 |
| Recursive Causal Structure Learning in the Presence of Latent Variables and Selection Bias | Oct 22, 2021 | Selection bias | CodeCode Available | 0 |
| Fair Regression under Sample Selection Bias | Oct 8, 2021 | AttributeFairness | —Unverified | 0 |
| Machine Learning Practices Outside Big Tech: How Resource Constraints Challenge Responsible Development | Oct 6, 2021 | BIG-bench Machine LearningManagement | —Unverified | 0 |
| SurvTRACE: Transformers for Survival Analysis with Competing Events | Oct 2, 2021 | Multi-Task LearningSelection bias | CodeCode Available | 1 |
| SAM: A Self-adaptive Attention Module for Context-Aware Recommendation System | Oct 1, 2021 | Recommendation SystemsRepresentation Learning | —Unverified | 0 |
| Delve into the Performance Degradation of Differentiable Architecture Search | Sep 28, 2021 | Bilevel OptimizationSelection bias | —Unverified | 0 |
| Gradient Imitation Reinforcement Learning for Low Resource Relation Extraction | Sep 14, 2021 | Meta-LearningPseudo Label | CodeCode Available | 1 |
| Correcting the User Feedback-Loop Bias for Recommendation Systems | Sep 13, 2021 | Recommendation SystemsSelection bias | —Unverified | 0 |
| Uncovering Main Causalities for Long-tailed Information Extraction | Sep 11, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Fighting Selection Bias in Statistical Learning: Application to Visual Recognition from Biased Image Databases | Sep 6, 2021 | Learning TheorySelection bias | —Unverified | 0 |
| The Effect of Noise Level on Causal Identification with Additive Noise Models | Aug 24, 2021 | Causal DiscoveryCausal Identification | CodeCode Available | 0 |
| Continuous Treatment Recommendation with Deep Survival Dose Response Function | Aug 24, 2021 | Selection bias | —Unverified | 0 |
| Incentivizing Compliance with Algorithmic Instruments | Jul 21, 2021 | Selection bias | CodeCode Available | 0 |
| CETransformer: Casual Effect Estimation via Transformer Based Representation Learning | Jul 19, 2021 | counterfactualRepresentation Learning | —Unverified | 0 |
| Bias-Tolerant Fair Classification | Jul 7, 2021 | ClassificationFairness | —Unverified | 0 |
| Difference-in-Differences with a Continuous Treatment | Jul 6, 2021 | Selection bias | CodeCode Available | 1 |
| AAA: Fair Evaluation for Abuse Detection Systems Wanted | Jun 21, 2021 | Abuse DetectionAbusive Language | CodeCode Available | 0 |
| Interventional Video Grounding with Dual Contrastive Learning | Jun 21, 2021 | Causal InferenceContrastive Learning | CodeCode Available | 0 |
| Causal Bias Quantification for Continuous Treatments | Jun 17, 2021 | Selection bias | —Unverified | 0 |
| Fast and More Powerful Selective Inference for Sparse High-order Interaction Model | Jun 9, 2021 | Computational EfficiencyDecision Making | —Unverified | 0 |
| An Information-theoretic Approach to Distribution Shifts | Jun 7, 2021 | Domain GeneralizationModel Selection | CodeCode Available | 1 |
| Sample Selection Bias in Evaluation of Prediction Performance of Causal Models | Jun 3, 2021 | PredictionSelection bias | CodeCode Available | 0 |
| Enhanced Doubly Robust Learning for Debiasing Post-click Conversion Rate Estimation | May 28, 2021 | counterfactualImputation | CodeCode Available | 1 |
| Robust Fairness-aware Learning Under Sample Selection Bias | May 24, 2021 | FairnessSelection bias | —Unverified | 0 |
| On planetary systems as ordered sequences | May 20, 2021 | Part-Of-Speech TaggingSelection bias | —Unverified | 0 |
| Probing the Effect of Selection Bias on Generalization: A Thought Experiment | May 20, 2021 | EpidemiologySelection bias | —Unverified | 0 |
| Be Causal: De-biasing Social Network Confounding in Recommendation | May 17, 2021 | Causal InferenceRecommendation Systems | —Unverified | 0 |
| Robustness of end-to-end Automatic Speech Recognition Models -- A Case Study using Mozilla DeepSpeech | May 8, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Algorithms are not neutral: Bias in collaborative filtering | May 3, 2021 | Collaborative FilteringDecision Making | —Unverified | 0 |
| Synthesized Difference in Differences | May 2, 2021 | Selection bias | —Unverified | 0 |
| Fast Distributionally Robust Learning with Variance Reduced Min-Max Optimization | Apr 27, 2021 | BIG-bench Machine LearningSelection bias | —Unverified | 0 |
| Algorithm as Experiment: Machine Learning, Market Design, and Policy Eligibility Rules | Apr 26, 2021 | BIG-bench Machine LearningDecision Making | CodeCode Available | 0 |
| Hidden Biases in Unreliable News Detection Datasets | Apr 20, 2021 | ArticlesFact Checking | —Unverified | 0 |
| Hierarchically Modeling Micro and Macro Behaviors via Multi-Task Learning for Conversion Rate Prediction | Apr 20, 2021 | Multi-Task LearningPrediction | —Unverified | 0 |
| TREC Deep Learning Track: Reusable Test Collections in the Large Data Regime | Apr 19, 2021 | Selection bias | —Unverified | 0 |
| Unmasking the Mask -- Evaluating Social Biases in Masked Language Models | Apr 15, 2021 | Selection biasSentence | CodeCode Available | 1 |
| Double Robust Semi-Supervised Inference for the Mean: Selection Bias under MAR Labeling with Decaying Overlap | Apr 14, 2021 | Causal InferenceSelection bias | CodeCode Available | 0 |
| Multi-Source Causal Inference Using Control Variates | Mar 30, 2021 | Causal InferenceEpidemiology | —Unverified | 0 |
| Matched sample selection with GANs for mitigating attribute confounding | Mar 24, 2021 | AttributeFace Generation | CodeCode Available | 1 |