| 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 | —Unverified | 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 |
