| Towards Unifying Feature Attribution and Counterfactual Explanations: Different Means to the Same End | Nov 10, 2020 | Causal Inferencecounterfactual | CodeCode Available | 2 | 5 |
| Decomposing and Editing Predictions by Modeling Model Computation | Apr 17, 2024 | counterfactualmodel | CodeCode Available | 2 | 5 |
| Fairness Evaluation for Uplift Modeling in the Absence of Ground Truth | Feb 12, 2024 | counterfactualDecision Making | CodeCode Available | 2 | 5 |
| Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality | Oct 7, 2024 | Causal Inferencecounterfactual | CodeCode Available | 2 | 5 |
| CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models | Jun 11, 2025 | counterfactualDescriptive | CodeCode Available | 2 | 5 |
| Counterfactual Learning on Graphs: A Survey | Apr 3, 2023 | counterfactualFairness | CodeCode Available | 2 | 5 |
| Causal Reasoning and Large Language Models: Opening a New Frontier for Causality | Apr 28, 2023 | Causal DiscoveryCommon Sense Reasoning | CodeCode Available | 2 | 5 |
| CausalVAE: Structured Causal Disentanglement in Variational Autoencoder | Apr 18, 2020 | counterfactualDisentanglement | CodeCode Available | 2 | 5 |
| Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR | Nov 1, 2017 | counterfactualDecision Making | CodeCode Available | 2 | 5 |
| Counterfactual Phenotyping with Censored Time-to-Events | Feb 22, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 2 | 5 |
| Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI | Nov 22, 2024 | counterfactualCounterfactual Explanation | CodeCode Available | 2 | 5 |
| Explaining Machine Learning Classifiers through Diverse Counterfactual Explanations | May 19, 2019 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 2 | 5 |
| Exploring the Causality of End-to-End Autonomous Driving | Jul 9, 2024 | Autonomous Drivingcounterfactual | CodeCode Available | 2 | 5 |
| FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows" | Sep 30, 2024 | counterfactualHallucination | CodeCode Available | 2 | 5 |
| Benchmarking Large Language Models in Retrieval-Augmented Generation | Sep 4, 2023 | Benchmarkingcounterfactual | CodeCode Available | 2 | 5 |
| Generative Enhancement for 3D Medical Images | Mar 19, 2024 | counterfactualImage Generation | CodeCode Available | 2 | 5 |
| HourVideo: 1-Hour Video-Language Understanding | Nov 7, 2024 | Benchmarkingcounterfactual | CodeCode Available | 2 | 5 |
| CaRTS: Causality-driven Robot Tool Segmentation from Vision and Kinematics Data | Mar 15, 2022 | counterfactualSegmentation | CodeCode Available | 1 | 5 |
| CA-SpaceNet: Counterfactual Analysis for 6D Pose Estimation in Space | Jul 16, 2022 | 6D Pose EstimationCausal Inference | CodeCode Available | 1 | 5 |
| Capabilities of GPT-4 on Medical Challenge Problems | Mar 20, 2023 | counterfactualMemorization | CodeCode Available | 1 | 5 |
| Are self-explanations from Large Language Models faithful? | Jan 15, 2024 | counterfactualFaithfulness Critic | CodeCode Available | 1 | 5 |
| CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms | Aug 2, 2021 | Benchmarkingcounterfactual | CodeCode Available | 1 | 5 |
| Causal Action Influence Aware Counterfactual Data Augmentation | May 29, 2024 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| CaMP: Causal Multi-policy Planning for Interactive Navigation in Multi-room Scenes | Sep 21, 2023 | counterfactualVisual Navigation | CodeCode Available | 1 | 5 |
| Algorithmic Recourse: from Counterfactual Explanations to Interventions | Feb 14, 2020 | counterfactualDecision Making | CodeCode Available | 1 | 5 |