| Visual Encoding and Debiasing for CTR Prediction | May 9, 2022 | Click-Through Rate PredictionContrastive Learning | —Unverified | 0 |
| What Makes A Good Fisherman? Linear Regression under Self-Selection Bias | May 6, 2022 | EconometricsImitation Learning | —Unverified | 0 |
| Does Interference Exist When Training a Once-For-All Network? | Apr 20, 2022 | AllSelection 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 |
| ESCM^2: Entire Space Counterfactual Multi-Task Model for Post-Click Conversion Rate Estimation | Apr 3, 2022 | counterfactualRecommendation Systems | CodeCode Available | 0 |
| Unbiased Top-k Learning to Rank with Causal Likelihood Decomposition | Apr 2, 2022 | Learning-To-RankPosition | CodeCode Available | 0 |
| Racial Sentencing Disparities and Differential Progression Through the Criminal Justice System: Evidence From Linked Federal and State Court Data | Mar 27, 2022 | Selection bias | —Unverified | 0 |
| Implications of Mortality Displacement for Effect Modification and Selection Bias | Mar 26, 2022 | EpidemiologySelection bias | —Unverified | 0 |
| TDR-CL: Targeted Doubly Robust Collaborative Learning for Debiased Recommendations | Mar 19, 2022 | ImputationRecommendation Systems | —Unverified | 0 |
| Multi-Task Adversarial Learning for Treatment Effect Estimation in Basket Trials | Mar 10, 2022 | Causal Inferencecounterfactual | —Unverified | 0 |
| Local Constraint-Based Causal Discovery under Selection Bias | Mar 3, 2022 | Causal Discoveryscoring rule | CodeCode Available | 0 |
| Learning Group Importance using the Differentiable Hypergeometric Distribution | Mar 3, 2022 | ClusteringSelection bias | CodeCode Available | 0 |
| Learning Infomax and Domain-Independent Representations for Causal Effect Inference with Real-World Data | Feb 22, 2022 | Causal InferenceRepresentation Learning | —Unverified | 0 |
| Smartphone-based Hard-braking Event Detection at Scale for Road Safety Services | Feb 4, 2022 | Event DetectionFairness | —Unverified | 0 |
| UKD: Debiasing Conversion Rate Estimation via Uncertainty-regularized Knowledge Distillation | Jan 20, 2022 | Knowledge DistillationSelection bias | —Unverified | 0 |
| DRTCI: Learning Disentangled Representations for Temporal Causal Inference | Jan 20, 2022 | Causal Inferencecounterfactual | —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 |
| 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 |
| Correcting the User Feedback-Loop Bias for Recommendation Systems | Sep 13, 2021 | Recommendation SystemsSelection bias | —Unverified | 0 |
| Fighting Selection Bias in Statistical Learning: Application to Visual Recognition from Biased Image Databases | Sep 6, 2021 | Learning TheorySelection bias | —Unverified | 0 |
| Continuous Treatment Recommendation with Deep Survival Dose Response Function | Aug 24, 2021 | Selection bias | —Unverified | 0 |
| The Effect of Noise Level on Causal Identification with Additive Noise Models | Aug 24, 2021 | Causal DiscoveryCausal Identification | CodeCode Available | 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 |
| Interventional Video Grounding with Dual Contrastive Learning | Jun 21, 2021 | Causal InferenceContrastive Learning | CodeCode Available | 0 |
| AAA: Fair Evaluation for Abuse Detection Systems Wanted | Jun 21, 2021 | Abuse DetectionAbusive Language | 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 |
| Sample Selection Bias in Evaluation of Prediction Performance of Causal Models | Jun 3, 2021 | PredictionSelection bias | CodeCode Available | 0 |
| 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 |