| Learning from Ambiguous Labels for Lung Nodule Malignancy Prediction | Apr 23, 2021 | counterfactualPrediction | CodeCode Available | 0 |
| Neural Networks for Learning Counterfactual G-Invariances from Single Environments | Apr 20, 2021 | counterfactual | CodeCode Available | 0 |
| DA-DGCEx: Ensuring Validity of Deep Guided Counterfactual Explanations With Distribution-Aware Autoencoder Loss | Apr 19, 2021 | counterfactualDecision Making | —Unverified | 0 |
| Optimal Counterfactual Explanations for Scorecard modelling | Apr 17, 2021 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 1 |
| MEG: Generating Molecular Counterfactual Explanations for Deep Graph Networks | Apr 16, 2021 | counterfactualExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| NICE: An Algorithm for Nearest Instance Counterfactual Explanations | Apr 15, 2021 | counterfactual | CodeCode Available | 1 |
| I Wish I Would Have Loved This One, But I Didn't -- A Multilingual Dataset for Counterfactual Detection in Product Reviews | Apr 14, 2021 | counterfactualCounterfactual Detection | CodeCode Available | 1 |
| Decomposed Soft Actor-Critic Method for Cooperative Multi-Agent Reinforcement Learning | Apr 14, 2021 | counterfactualDeep Reinforcement Learning | CodeCode Available | 1 |
| δ-CLUE: Diverse Sets of Explanations for Uncertainty Estimates | Apr 13, 2021 | counterfactual | —Unverified | 0 |
| LioNets: A Neural-Specific Local Interpretation Technique Exploiting Penultimate Layer Information | Apr 13, 2021 | counterfactualDecision Making | CodeCode Available | 0 |
| Evidence-based Prescriptive Analytics, CAUSAL Digital Twin and a Learning Estimation Algorithm | Apr 12, 2021 | counterfactual | —Unverified | 0 |
| Double Perturbation: On the Robustness of Robustness and Counterfactual Bias Evaluation | Apr 12, 2021 | counterfactualPrediction | CodeCode Available | 0 |
| Consequence-aware Sequential Counterfactual Generation | Apr 12, 2021 | counterfactual | CodeCode Available | 0 |
| Assessing the Heterogeneous Impact of Economy-Wide Shocks: A Machine Learning Approach Applied to Colombian Firms | Apr 9, 2021 | BIG-bench Machine Learningcounterfactual | —Unverified | 0 |
| Connecting Attributions and QA Model Behavior on Realistic Counterfactuals | Apr 9, 2021 | counterfactualMachine Reading Comprehension | CodeCode Available | 1 |
| Handling Climate Change Using Counterfactuals: Using Counterfactuals in Data Augmentation to Predict Crop Growth in an Uncertain Climate Future | Apr 8, 2021 | counterfactualData Augmentation | —Unverified | 0 |
| Leaving Goals on the Pitch: Evaluating Decision Making in Soccer | Apr 7, 2021 | counterfactualDecision Making | —Unverified | 0 |
| Robust Semantic Interpretability: Revisiting Concept Activation Vectors | Apr 6, 2021 | Benchmarkingcounterfactual | CodeCode Available | 1 |
| Identification and Estimation in Many-to-one Two-sided Matching without Transfers | Apr 5, 2021 | counterfactual | —Unverified | 0 |
| Sketch and Customize: A Counterfactual Story Generator | Apr 2, 2021 | counterfactualText Generation | CodeCode Available | 0 |
| Grounding Physical Concepts of Objects and Events Through Dynamic Visual Reasoning | Mar 30, 2021 | counterfactualObject | —Unverified | 0 |
| ECINN: Efficient Counterfactuals from Invertible Neural Networks | Mar 25, 2021 | counterfactualimage-classification | CodeCode Available | 0 |
| Counterfactual Explanation with Multi-Agent Reinforcement Learning for Drug Target Prediction | Mar 24, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| NCoRE: Neural Counterfactual Representation Learning for Combinations of Treatments | Mar 20, 2021 | counterfactualCounterfactual Inference | —Unverified | 0 |
| Beyond Trivial Counterfactual Explanations with Diverse Valuable Explanations | Mar 18, 2021 | AttributeBIG-bench Machine Learning | CodeCode Available | 1 |
| Generating Interpretable Counterfactual Explanations By Implicit Minimisation of Epistemic and Aleatoric Uncertainties | Mar 16, 2021 | counterfactual | CodeCode Available | 1 |
| From Static to Dynamic Prediction: Wildfire Risk Assessment Based on Multiple Environmental Factors | Mar 14, 2021 | counterfactual | —Unverified | 0 |
| RecSim NG: Toward Principled Uncertainty Modeling for Recommender Ecosystems | Mar 14, 2021 | counterfactualProbabilistic Programming | CodeCode Available | 1 |
| Bandit Linear Optimization for Sequential Decision Making and Extensive-Form Games | Mar 8, 2021 | counterfactualDecision Making | —Unverified | 0 |
| Model-Free Online Learning in Unknown Sequential Decision Making Problems and Games | Mar 8, 2021 | counterfactualDecision Making | —Unverified | 0 |
| Counterfactuals and Causability in Explainable Artificial Intelligence: Theory, Algorithms, and Applications | Mar 7, 2021 | Articlescounterfactual | —Unverified | 0 |
| A Structural Causal Model for MR Images of Multiple Sclerosis | Mar 4, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Evaluating Robustness of Counterfactual Explanations | Mar 3, 2021 | counterfactualDecision Making | CodeCode Available | 0 |
| Structural models for policy-making: Coping with parametric uncertainty | Mar 1, 2021 | counterfactualDecision Making | —Unverified | 0 |
| Counterfactual Explanations for Oblique Decision Trees: Exact, Efficient Algorithms | Mar 1, 2021 | counterfactual | —Unverified | 0 |
| Counterfactual Zero-Shot and Open-Set Visual Recognition | Mar 1, 2021 | AttributeBinary Classification | CodeCode Available | 1 |
| Axiomatic Explanations for Visual Search, Retrieval, and Similarity Learning | Feb 28, 2021 | counterfactualFairness | —Unverified | 0 |
| If Only We Had Better Counterfactual Explanations: Five Key Deficits to Rectify in the Evaluation of Counterfactual XAI Techniques | Feb 26, 2021 | counterfactualCounterfactual Explanation | —Unverified | 0 |
| Towards a Unified Framework for Fair and Stable Graph Representation Learning | Feb 25, 2021 | counterfactualFairness | CodeCode Available | 1 |
| Case Level Counterfactual Reasoning in Process Mining | Feb 25, 2021 | Causal Inferencecounterfactual | —Unverified | 0 |
| CausalX: Causal Explanations and Block Multilinear Factor Analysis | Feb 25, 2021 | Computational Efficiencycounterfactual | —Unverified | 0 |
| Kernel Ridge Riesz Representers: Generalization, Mis-specification, and the Counterfactual Effective Dimension | Feb 22, 2021 | counterfactualLearning Theory | —Unverified | 0 |
| Gifsplanation via Latent Shift: A Simple Autoencoder Approach to Counterfactual Generation for Chest X-rays | Feb 18, 2021 | counterfactualImage Attribution | CodeCode Available | 1 |
| Data-driven Analysis for Understanding Team Sports Behaviors | Feb 15, 2021 | counterfactual | —Unverified | 0 |
| Efficient Deviation Types and Learning for Hindsight Rationality in Extensive-Form Games | Feb 13, 2021 | counterfactualDecision Making | CodeCode Available | 0 |
| Selecting Treatment Effects Models for Domain Adaptation Using Causal Knowledge | Feb 11, 2021 | Causal Inferencecounterfactual | —Unverified | 0 |
| Robust Generalization and Safe Query-Specialization in Counterfactual Learning to Rank | Feb 11, 2021 | counterfactualLearning-To-Rank | CodeCode Available | 0 |
| Automated and Distributed Statistical Analysis of Economic Agent-Based Models | Feb 10, 2021 | counterfactual | —Unverified | 0 |
| Grab the Reins of Crowds: Estimating the Effects of Crowd Movement Guidance Using Causal Inference | Feb 8, 2021 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Counterfactual Contextual Multi-Armed Bandit: a Real-World Application to Diagnose Apple Diseases | Feb 8, 2021 | Active Learningcounterfactual | —Unverified | 0 |