| Desiderata for Representation Learning: A Causal Perspective | Sep 8, 2021 | counterfactualDisentanglement | CodeCode Available | 1 |
| Compositional 4D Dynamic Scenes Understanding with Physics Priors for Video Question Answering | Jun 2, 2024 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Diffusion Visual Counterfactual Explanations | Oct 21, 2022 | counterfactualimage-classification | CodeCode Available | 1 |
| Calibrated Explanations for Regression | Aug 30, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 |
| Calibrated Explanations: with Uncertainty Information and Counterfactuals | May 3, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 |
| Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual Noise | May 2, 2023 | counterfactualFew-Shot Learning | CodeCode Available | 1 |
| Disentangling ID and Modality Effects for Session-based Recommendation | Apr 19, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| CaMP: Causal Multi-policy Planning for Interactive Navigation in Multi-room Scenes | Sep 21, 2023 | counterfactualVisual Navigation | CodeCode Available | 1 |
| CaMP: Causal Multi-policy Planning for Interactive Navigation in Multi-room Scenes | Sep 21, 2023 | counterfactualVisual Navigation | CodeCode Available | 1 |
| DisentQA: Disentangling Parametric and Contextual Knowledge with Counterfactual Question Answering | Nov 10, 2022 | counterfactualData Augmentation | CodeCode Available | 1 |
| Do We Fully Understand Students' Knowledge States? Identifying and Mitigating Answer Bias in Knowledge Tracing | Aug 15, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| On Robustness and Bias Analysis of BERT-based Relation Extraction | Sep 14, 2020 | counterfactualRelation | CodeCode Available | 1 |
| Are self-explanations from Large Language Models faithful? | Jan 15, 2024 | counterfactualFaithfulness Critic | CodeCode Available | 1 |
| EgoTaskQA: Understanding Human Tasks in Egocentric Videos | Oct 8, 2022 | Action Localizationcounterfactual | CodeCode Available | 1 |
| Enhanced Doubly Robust Learning for Debiasing Post-click Conversion Rate Estimation | May 28, 2021 | counterfactualImputation | CodeCode Available | 1 |
| Enhancing RL Safety with Counterfactual LLM Reasoning | Sep 16, 2024 | counterfactualLanguage Modeling | CodeCode Available | 1 |
| ESCHER: Eschewing Importance Sampling in Games by Computing a History Value Function to Estimate Regret | Jun 8, 2022 | counterfactual | CodeCode Available | 1 |
| Estimating Counterfactual Treatment Outcomes over Time Through Adversarially Balanced Representations | Feb 10, 2020 | counterfactual | CodeCode Available | 1 |
| Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations | Jun 16, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Adversarial Counterfactual Learning and Evaluation for Recommender System | Nov 8, 2020 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms | Aug 2, 2021 | Benchmarkingcounterfactual | CodeCode Available | 1 |
| CaRTS: Causality-driven Robot Tool Segmentation from Vision and Kinematics Data | Mar 15, 2022 | counterfactualSegmentation | CodeCode Available | 1 |
| Adversarial Counterfactual Visual Explanations | Mar 17, 2023 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Explainable Earth Surface Forecasting under Extreme Events | Oct 2, 2024 | counterfactualEarth Observation | CodeCode Available | 1 |
| CA-SpaceNet: Counterfactual Analysis for 6D Pose Estimation in Space | Jul 16, 2022 | 6D Pose EstimationCausal Inference | CodeCode Available | 1 |
| Explainable Image Similarity: Integrating Siamese Networks and Grad-CAM | Oct 11, 2023 | counterfactualDecision Making | CodeCode Available | 1 |
| Clicks can be Cheating: Counterfactual Recommendation for Mitigating Clickbait Issue | Sep 21, 2020 | Click-Through Rate Predictioncounterfactual | CodeCode Available | 1 |
| CLadder: Assessing Causal Reasoning in Language Models | Dec 7, 2023 | Causal InferenceCommonsense Causal Reasoning | CodeCode Available | 1 |
| Explaining NLP Models via Minimal Contrastive Editing (MiCE) | Dec 27, 2020 | counterfactualMultiple-choice | CodeCode Available | 1 |
| Explaining Time Series via Contrastive and Locally Sparse Perturbations | Jan 16, 2024 | Contrastive Learningcounterfactual | CodeCode Available | 1 |
| CausaLM: Causal Model Explanation Through Counterfactual Language Models | May 27, 2020 | counterfactual | CodeCode Available | 1 |
| Exploring the Efficacy of Automatically Generated Counterfactuals for Sentiment Analysis | Jun 29, 2021 | counterfactualData Augmentation | CodeCode Available | 1 |
| Causal Autoregressive Flows | Nov 4, 2020 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| CoCo: Controllable Counterfactuals for Evaluating Dialogue State Trackers | Oct 24, 2020 | counterfactualDialogue State Tracking | CodeCode Available | 1 |
| CheXplaining in Style: Counterfactual Explanations for Chest X-rays using StyleGAN | Jul 15, 2022 | counterfactualMedical Image Analysis | CodeCode Available | 1 |
| CausalCite: A Causal Formulation of Paper Citations | Nov 5, 2023 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Causal normalizing flows: from theory to practice | Jun 8, 2023 | counterfactual | CodeCode Available | 1 |
| Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation | Dec 21, 2023 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Flooding Spread of Manipulated Knowledge in LLM-Based Multi-Agent Communities | Jul 10, 2024 | counterfactualFact Checking | CodeCode Available | 1 |
| Causality-Inspired Fair Representation Learning for Multimodal Recommendation | Oct 26, 2023 | AttributeCausal Inference | CodeCode Available | 1 |
| CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models | May 24, 2024 | counterfactualTime Series | CodeCode Available | 1 |
| FuseDream: Training-Free Text-to-Image Generation with Improved CLIP+GAN Space Optimization | Dec 2, 2021 | counterfactualImage Generation | CodeCode Available | 1 |
| Causal Inference for Chatting Handoff | Oct 6, 2022 | Causal InferenceChatbot | CodeCode Available | 1 |
| Causal Diffusion Autoencoders: Toward Counterfactual Generation via Diffusion Probabilistic Models | Apr 27, 2024 | counterfactualDisentanglement | CodeCode Available | 1 |
| CIRS: Bursting Filter Bubbles by Counterfactual Interactive Recommender System | Apr 4, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Generating with Fairness: A Modality-Diffused Counterfactual Framework for Incomplete Multimodal Recommendations | Jan 21, 2025 | counterfactualFairness | CodeCode Available | 1 |
| Causal Discovery in Physical Systems from Videos | Jul 1, 2020 | Causal Discoverycounterfactual | CodeCode Available | 1 |
| Global Counterfactual Explainer for Graph Neural Networks | Oct 21, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| AntGPT: Can Large Language Models Help Long-term Action Anticipation from Videos? | Jul 31, 2023 | Action Anticipationcounterfactual | CodeCode Available | 1 |
| COLD Decoding: Energy-based Constrained Text Generation with Langevin Dynamics | Feb 23, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |