| When and How to Lift the Lockdown? Global COVID-19 Scenario Analysis and Policy Assessment using Compartmental Gaussian Processes | May 13, 2020 | counterfactualGaussian Processes | CodeCode Available | 0 |
| Counterfactual Propagation for Semi-Supervised Individual Treatment Effect Estimation | May 11, 2020 | Causal Inferencecounterfactual | —Unverified | 0 |
| Learning Robust Models for e-Commerce Product Search | May 7, 2020 | counterfactual | —Unverified | 0 |
| A Ladder of Causal Distances | May 5, 2020 | BenchmarkingCausal Discovery | CodeCode Available | 1 |
| Towards explainable classifiers using the counterfactual approach -- global explanations for discovering bias in data | May 5, 2020 | Bias Detectioncounterfactual | CodeCode Available | 1 |
| Evaluating Explainable AI: Which Algorithmic Explanations Help Users Predict Model Behavior? | May 4, 2020 | counterfactualtabular-classification | CodeCode Available | 1 |
| LIMEtree: Consistent and Faithful Multi-class Explanations | May 4, 2020 | counterfactualExplainable artificial intelligence | CodeCode Available | 0 |
| Learning Disentangled Representations for CounterFactual Regression | May 1, 2020 | counterfactualregression | —Unverified | 0 |
| Posterior sampling for multi-agent reinforcement learning: solving extensive games with imperfect information | May 1, 2020 | counterfactualMulti-agent Reinforcement Learning | —Unverified | 0 |
| Lazy-CFR: fast and near-optimal regret minimization for extensive games with imperfect information | May 1, 2020 | counterfactual | —Unverified | 0 |
| Two Burning Questions on COVID-19: Did shutting down the economy help? Can we (partially) reopen the economy without risking the second wave? | Apr 30, 2020 | counterfactual | —Unverified | 0 |
| Counterfactual Off-Policy Training for Neural Response Generation | Apr 29, 2020 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| An ASP-Based Approach to Counterfactual Explanations for Classification | Apr 28, 2020 | Classificationcounterfactual | —Unverified | 0 |
| Calibrating Healthcare AI: Towards Reliable and Interpretable Deep Predictive Models | Apr 27, 2020 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| Baseline Estimation of Commercial Building HVAC Fan Power Using Tensor Completion | Apr 24, 2020 | counterfactual | —Unverified | 0 |
| Multi-Objective Counterfactual Explanations | Apr 23, 2020 | counterfactualDiversity | CodeCode Available | 1 |
| Counterfactual Learning of Stochastic Policies with Continuous Actions: from Models to Offline Evaluation | Apr 22, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Heterogeneous Causal Learning for Effectiveness Optimization in User Marketing | Apr 21, 2020 | counterfactualMarketing | —Unverified | 0 |
| Learning Continuous Treatment Policy and Bipartite Embeddings for Matching with Heterogeneous Causal Effects | Apr 21, 2020 | Causal Inferencecounterfactual | —Unverified | 0 |
| Learning What Makes a Difference from Counterfactual Examples and Gradient Supervision | Apr 20, 2020 | counterfactualimage-classification | —Unverified | 0 |
| Causality-aware counterfactual confounding adjustment for feature representations learned by deep models | Apr 20, 2020 | counterfactualGeneral Classification | —Unverified | 0 |
| CausalVAE: Structured Causal Disentanglement in Variational Autoencoder | Apr 18, 2020 | counterfactualDisentanglement | CodeCode Available | 2 |
| Explainable Image Classification with Evidence Counterfactual | Apr 16, 2020 | Classificationcounterfactual | —Unverified | 0 |
| SCOUT: Self-aware Discriminant Counterfactual Explanations | Apr 16, 2020 | Attributecounterfactual | CodeCode Available | 1 |
| Neutralizing Gender Bias in Word Embedding with Latent Disentanglement and Counterfactual Generation | Apr 7, 2020 | counterfactualDisentanglement | —Unverified | 0 |
| Detecting and Understanding Generalization Barriers for Neural Machine Translation | Apr 5, 2020 | counterfactualMachine Translation | —Unverified | 0 |
| Measuring Social Biases of Crowd Workers using Counterfactual Queries | Apr 4, 2020 | BIG-bench Machine Learningcounterfactual | —Unverified | 0 |
| Interpreting Medical Image Classifiers by Optimization Based Counterfactual Impact Analysis | Apr 3, 2020 | counterfactualDiagnostic | —Unverified | 0 |
| Identification Methods With Arbitrary Interventional Distributions as Inputs | Apr 2, 2020 | Causal Inferencecounterfactual | —Unverified | 0 |
| Improving Confidence in the Estimation of Values and Norms | Apr 2, 2020 | counterfactual | —Unverified | 0 |
| Quantifying the Economic Impact of Extreme Shocks on Businesses using Human Mobility Data: a Bayesian Causal Inference Approach | Apr 1, 2020 | Causal Inferencecounterfactual | —Unverified | 0 |
| Counterfactual Multi-Agent Reinforcement Learning with Graph Convolution Communication | Apr 1, 2020 | counterfactualMulti-agent Reinforcement Learning | —Unverified | 0 |
| Plausible Counterfactuals: Auditing Deep Learning Classifiers with Realistic Adversarial Examples | Mar 25, 2020 | counterfactualDeep Learning | —Unverified | 0 |
| Logarithmic Regret Bound in Partially Observable Linear Dynamical Systems | Mar 25, 2020 | counterfactual | —Unverified | 0 |
| Robust and On-the-fly Dataset Denoising for Image Classification | Mar 24, 2020 | Classificationcounterfactual | —Unverified | 0 |
| G-Net: A Deep Learning Approach to G-computation for Counterfactual Outcome Prediction Under Dynamic Treatment Regimes | Mar 23, 2020 | counterfactualDecision Making | —Unverified | 0 |
| Counterfactual Policy Evaluation for Decision-Making in Autonomous Driving | Mar 20, 2020 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| ParKCa: Causal Inference with Partially Known Causes | Mar 17, 2020 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Fair inference on error-prone outcomes | Mar 17, 2020 | counterfactualFairness | —Unverified | 0 |
| Counterfactual Samples Synthesizing for Robust Visual Question Answering | Mar 14, 2020 | counterfactualQuestion Answering | CodeCode Available | 1 |
| Vector logic allows counterfactual virtualization by The Square Root of NOT | Mar 9, 2020 | counterfactual | —Unverified | 0 |
| ViCE: Visual Counterfactual Explanations for Machine Learning Models | Mar 5, 2020 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 0 |
| What went wrong and when? Instance-wise Feature Importance for Time-series Models | Mar 5, 2020 | counterfactualFeature Importance | —Unverified | 0 |
| Explaining Groups of Points in Low-Dimensional Representations | Mar 3, 2020 | compressed sensingcounterfactual | CodeCode Available | 0 |
| Estimating the Effects of Continuous-valued Interventions using Generative Adversarial Networks | Feb 27, 2020 | counterfactual | CodeCode Available | 1 |
| Unbiased Scene Graph Generation from Biased Training | Feb 27, 2020 | Causal Inferencecounterfactual | CodeCode Available | 2 |
| Counterfactual fairness: removing direct effects through regularization | Feb 25, 2020 | BIG-bench Machine Learningcounterfactual | —Unverified | 0 |
| On The Reasons Behind Decisions | Feb 21, 2020 | counterfactual | —Unverified | 0 |
| Debiased Off-Policy Evaluation for Recommendation Systems | Feb 20, 2020 | counterfactualOff-policy evaluation | —Unverified | 0 |
| Stochastic Regret Minimization in Extensive-Form Games | Feb 19, 2020 | counterfactualForm | —Unverified | 0 |