| Statistical Perspective on Functional and Causal Neural Connectomics: The Time-Aware PC Algorithm | Apr 11, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Knowledge Infused Decoding | Apr 6, 2022 | counterfactualQuestion Answering | CodeCode Available | 1 |
| CIRS: Bursting Filter Bubbles by Counterfactual Interactive Recommender System | Apr 4, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Counterfactual Cycle-Consistent Learning for Instruction Following and Generation in Vision-Language Navigation | Mar 30, 2022 | counterfactualData Augmentation | CodeCode Available | 1 |
| Diffusion Models for Counterfactual Explanations | Mar 29, 2022 | counterfactual | CodeCode Available | 1 |
| Making Heads or Tails: Towards Semantically Consistent Visual Counterfactuals | Mar 24, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| CaRTS: Causality-driven Robot Tool Segmentation from Vision and Kinematics Data | Mar 15, 2022 | counterfactualSegmentation | CodeCode Available | 1 |
| MERIt: Meta-Path Guided Contrastive Learning for Logical Reasoning | Mar 1, 2022 | Contrastive Learningcounterfactual | CodeCode Available | 1 |
| Disentangling Long and Short-Term Interests for Recommendation | Feb 26, 2022 | Contrastive Learningcounterfactual | CodeCode Available | 1 |
| DoCoGen: Domain Counterfactual Generation for Low Resource Domain Adaptation | Feb 24, 2022 | counterfactualDomain Adaptation | CodeCode Available | 1 |
| COLD Decoding: Energy-based Constrained Text Generation with Langevin Dynamics | Feb 23, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Diffusion Causal Models for Counterfactual Estimation | Feb 21, 2022 | counterfactual | CodeCode Available | 1 |
| Learning and Evaluating Graph Neural Network Explanations based on Counterfactual and Factual Reasoning | Feb 17, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Decoupling Local and Global Representations of Time Series | Feb 4, 2022 | counterfactualTime Series | CodeCode Available | 1 |
| Which Style Makes Me Attractive? Interpretable Control Discovery and Counterfactual Explanation on StyleGAN | Jan 24, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| On the Robustness of Sparse Counterfactual Explanations to Adverse Perturbations | Jan 22, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Learning Fair Node Representations with Graph Counterfactual Fairness | Jan 10, 2022 | Attributecounterfactual | CodeCode Available | 1 |
| BITES: Balanced Individual Treatment Effect for Survival data | Jan 5, 2022 | counterfactual | CodeCode Available | 1 |
| Debiased Learning from Naturally Imbalanced Pseudo-Labels | Jan 5, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Contextual Debiasing for Visual Recognition With Causal Mechanisms | Jan 1, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| CRASS: A Novel Data Set and Benchmark to Test Counterfactual Reasoning of Large Language Models | Dec 22, 2021 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Unsupervised Editing for Counterfactual Stories | Dec 10, 2021 | counterfactual | CodeCode Available | 1 |
| FuseDream: Training-Free Text-to-Image Generation with Improved CLIP+GAN Space Optimization | Dec 2, 2021 | counterfactualImage Generation | CodeCode Available | 1 |
| Inducing Causal Structure for Interpretable Neural Networks | Dec 1, 2021 | counterfactualData Augmentation | CodeCode Available | 1 |
| SyncTwin: Treatment Effect Estimation with Longitudinal Outcomes | Dec 1, 2021 | counterfactual | CodeCode Available | 1 |
| STEEX: Steering Counterfactual Explanations with Semantics | Nov 17, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Counterfactual Temporal Point Processes | Nov 15, 2021 | counterfactualPoint Processes | CodeCode Available | 1 |
| Introspective Distillation for Robust Question Answering | Nov 1, 2021 | counterfactualInductive Bias | CodeCode Available | 1 |
| I Wish I Would Have Loved This One, But I Didn’t – A Multilingual Dataset for Counterfactual Detection in Product Review | Nov 1, 2021 | counterfactualCounterfactual Detection | CodeCode Available | 1 |
| Counterfactual Shapley Additive Explanations | Oct 27, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| VACA: Design of Variational Graph Autoencoders for Interventional and Counterfactual Queries | Oct 27, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| RL4RS: A Real-World Dataset for Reinforcement Learning based Recommender System | Oct 18, 2021 | Combinatorial Optimizationcounterfactual | CodeCode Available | 1 |
| Counterfactual Debiasing Inference for Compositional Action Recognition | Oct 17, 2021 | Action RecognitionCausal Inference | CodeCode Available | 1 |
| An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language Models | Oct 16, 2021 | counterfactualData Augmentation | CodeCode Available | 1 |
| Learning Time Series Counterfactuals via Latent Space Representations | Oct 11, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Counterfactual Samples Synthesizing and Training for Robust Visual Question Answering | Oct 3, 2021 | counterfactualDiagnostic | CodeCode Available | 1 |
| LEMON: Explainable Entity Matching | Oct 1, 2021 | counterfactualSensitivity | CodeCode Available | 1 |
| AdViCE: Aggregated Visual Counterfactual Explanations for Machine Learning Model Validation | Sep 12, 2021 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 1 |
| Uncovering Main Causalities for Long-tailed Information Extraction | Sep 11, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Desiderata for Representation Learning: A Causal Perspective | Sep 8, 2021 | counterfactualDisentanglement | CodeCode Available | 1 |
| Factual Consistency Evaluation for Text Summarization via Counterfactual Estimation | Aug 30, 2021 | Abstractive Text Summarizationcounterfactual | CodeCode Available | 1 |
| ProoFVer: Natural Logic Theorem Proving for Fact Verification | Aug 25, 2021 | Automated Theorem Provingcounterfactual | CodeCode Available | 1 |
| Counterfactual Explainable Recommendation | Aug 24, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Learn-Explain-Reinforce: Counterfactual Reasoning and Its Guidance to Reinforce an Alzheimer's Disease Diagnosis Model | Aug 21, 2021 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification | Aug 19, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| The AI Economist: Optimal Economic Policy Design via Two-level Deep Reinforcement Learning | Aug 5, 2021 | counterfactualDeep Reinforcement Learning | CodeCode Available | 1 |
| CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms | Aug 2, 2021 | Benchmarkingcounterfactual | CodeCode Available | 1 |
| Counterfactual Inference for Text Classification Debiasing | Aug 1, 2021 | Classificationcounterfactual | CodeCode Available | 1 |
| Human Trajectory Prediction via Counterfactual Analysis | Jul 29, 2021 | Autonomous Vehiclescounterfactual | CodeCode Available | 1 |
| Auto IV: Counterfactual Prediction via Automatic Instrumental Variable Decomposition | Jul 13, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |