| OmniDrive: A Holistic Vision-Language Dataset for Autonomous Driving with Counterfactual Reasoning | May 2, 2024 | Autonomous Drivingcounterfactual | CodeCode Available | 4 | 5 |
| Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality | Oct 7, 2024 | Causal Inferencecounterfactual | CodeCode Available | 2 | 5 |
| Counterfactual Phenotyping with Censored Time-to-Events | Feb 22, 2022 | counterfactualCounterfactual Reasoning | 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 |
| Explaining by Removing: A Unified Framework for Model Explanation | Nov 21, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Gumbel Counterfactual Generation From Language Models | Nov 11, 2024 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| CRASS: A Novel Data Set and Benchmark to Test Counterfactual Reasoning of Large Language Models | Dec 22, 2021 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Social Commonsense Reasoning with Multi-Head Knowledge Attention | Oct 12, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Transformers as Soft Reasoners over Language | Feb 14, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Towards Explainable Motion Prediction using Heterogeneous Graph Representations | Dec 7, 2022 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 | 5 |
| Debiased Learning from Naturally Imbalanced Pseudo-Labels | Jan 5, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Social Influence as Intrinsic Motivation for Multi-Agent Deep Reinforcement Learning | Oct 19, 2018 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Counterfactual reasoning: Testing language models' understanding of hypothetical scenarios | May 26, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Counterfactual Learning of Stochastic Policies with Continuous Actions: from Models to Offline Evaluation | Apr 22, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Counterfactual reasoning: Do language models need world knowledge for causal understanding? | Dec 6, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect | Sep 28, 2020 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Global Counterfactual Explainer for Graph Neural Networks | Oct 21, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 1 | 5 |
| Counterfactual Explainable Recommendation | Aug 24, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Reward Machines: Exploiting Reward Function Structure in Reinforcement Learning | Oct 6, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| SCOTT: Self-Consistent Chain-of-Thought Distillation | May 3, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| SSCR: Iterative Language-Based Image Editing via Self-Supervised Counterfactual Reasoning | Sep 21, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| GANterfactual - Counterfactual Explanations for Medical Non-Experts using Generative Adversarial Learning | Dec 22, 2020 | counterfactualCounterfactual Explanation | CodeCode Available | 1 | 5 |
| Contextual Debiasing for Visual Recognition With Causal Mechanisms | Jan 1, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Causal Action Influence Aware Counterfactual Data Augmentation | May 29, 2024 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| The Magic of IF: Investigating Causal Reasoning Abilities in Large Language Models of Code | May 30, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Back to the Future: Unsupervised Backprop-based Decoding for Counterfactual and Abductive Commonsense Reasoning | Oct 12, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Do We Fully Understand Students' Knowledge States? Identifying and Mitigating Answer Bias in Knowledge Tracing | Aug 15, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Counterfactual Reasoning for Out-of-distribution Multimodal Sentiment Analysis | Jul 24, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Empowering Language Understanding with Counterfactual Reasoning | Jun 6, 2021 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Reconsidering Generative Objectives For Counterfactual Reasoning | Dec 1, 2020 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Generating Realistic Counterfactuals for Retinal Fundus and OCT Images using Diffusion Models | Nov 20, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Graph Neural Networks for Vulnerability Detection: A Counterfactual Explanation | Apr 24, 2024 | counterfactualCounterfactual Explanation | CodeCode Available | 1 | 5 |
| Compositional 4D Dynamic Scenes Understanding with Physics Priors for Video Question Answering | Jun 2, 2024 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| COLD Decoding: Energy-based Constrained Text Generation with Langevin Dynamics | Feb 23, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| What If the TV Was Off? Examining Counterfactual Reasoning Abilities of Multi-modal Language Models | Oct 10, 2023 | BenchmarkingCode Generation | CodeCode Available | 1 | 5 |
| Learn-Explain-Reinforce: Counterfactual Reasoning and Its Guidance to Reinforce an Alzheimer's Disease Diagnosis Model | Aug 21, 2021 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| CausAdv: A Causal-based Framework for Detecting Adversarial Examples | Oct 29, 2024 | Adversarial Robustnesscounterfactual | CodeCode Available | 0 | 5 |
| Empowering Counterfactual Reasoning over Graph Neural Networks through Inductivity | Jun 7, 2023 | counterfactualCounterfactual Explanation | CodeCode Available | 0 | 5 |
| Dynamic Causal Collaborative Filtering | Aug 23, 2022 | Collaborative Filteringcounterfactual | CodeCode Available | 0 | 5 |
| Efficient Classification with Counterfactual Reasoning and Active Learning | Jul 25, 2022 | Active LearningClassification | CodeCode Available | 0 | 5 |
| Exogenous Isomorphism for Counterfactual Identifiability | May 4, 2025 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 | 5 |
| Analyzing Intentional Behavior in Autonomous Agents under Uncertainty | Jul 4, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 | 5 |
| Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer | May 14, 2025 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 | 5 |
| Diffusion Counterfactual Generation with Semantic Abduction | Jun 9, 2025 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 | 5 |
| CRIPP-VQA: Counterfactual Reasoning about Implicit Physical Properties via Video Question Answering | Nov 7, 2022 | Add - POAdd - PQ | CodeCode Available | 0 | 5 |
| CRADLE-VAE: Enhancing Single-Cell Gene Perturbation Modeling with Counterfactual Reasoning-based Artifact Disentanglement | Sep 9, 2024 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 | 5 |
| GCAN: Generative Counterfactual Attention-guided Network for Explainable Cognitive Decline Diagnostics based on fMRI Functional Connectivity | Mar 4, 2024 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 | 5 |
| DINER: Debiasing Aspect-based Sentiment Analysis with Multi-variable Causal Inference | Mar 2, 2024 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 0 | 5 |
| Counterfactual reasoning: an analysis of in-context emergence | Jun 5, 2025 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 | 5 |
| Causal Walk: Debiasing Multi-Hop Fact Verification with Front-Door Adjustment | Mar 5, 2024 | Causal Inferencecounterfactual | CodeCode Available | 0 | 5 |
