| Benchmarking Counterfactual Image Generation | Mar 29, 2024 | BenchmarkingConditional Image Generation | CodeCode Available | 1 |
| Semi-Supervised Learning for Deep Causal Generative Models | Mar 27, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| What if...?: Thinking Counterfactual Keywords Helps to Mitigate Hallucination in Large Multi-modal Models | Mar 20, 2024 | counterfactualHallucination | CodeCode Available | 1 |
| Counterfactual contrastive learning: robust representations via causal image synthesis | Mar 14, 2024 | Contrastive Learningcounterfactual | CodeCode Available | 1 |
| RouteExplainer: An Explanation Framework for Vehicle Routing Problem | Mar 6, 2024 | Combinatorial Optimizationcounterfactual | CodeCode Available | 1 |
| Doubly Abductive Counterfactual Inference for Text-based Image Editing | Mar 5, 2024 | counterfactualCounterfactual Inference | CodeCode Available | 1 |
| Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning | Feb 29, 2024 | counterfactualSelf-Supervised Learning | CodeCode Available | 1 |
| Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning | Feb 21, 2024 | counterfactual | CodeCode Available | 1 |
| CounterCurate: Enhancing Physical and Semantic Visio-Linguistic Compositional Reasoning via Counterfactual Examples | Feb 20, 2024 | counterfactualData Augmentation | CodeCode Available | 1 |
| Multilinear Mixture of Experts: Scalable Expert Specialization through Factorization | Feb 19, 2024 | Attributecounterfactual | CodeCode Available | 1 |
| What Evidence Do Language Models Find Convincing? | Feb 19, 2024 | counterfactualMisinformation | CodeCode Available | 1 |
| Debiasing Recommendation with Personal Popularity | Feb 12, 2024 | counterfactualCounterfactual Inference | CodeCode Available | 1 |
| LLMCheckup: Conversational Examination of Large Language Models via Interpretability Tools and Self-Explanations | Jan 23, 2024 | counterfactualFact Checking | CodeCode Available | 1 |
| Distributional Counterfactual Explanations With Optimal Transport | Jan 23, 2024 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Exploring Diffusion Time-steps for Unsupervised Representation Learning | Jan 21, 2024 | Attributecounterfactual | CodeCode Available | 1 |
| Explaining Time Series via Contrastive and Locally Sparse Perturbations | Jan 16, 2024 | Contrastive Learningcounterfactual | CodeCode Available | 1 |
| Are self-explanations from Large Language Models faithful? | Jan 15, 2024 | counterfactualFaithfulness Critic | CodeCode Available | 1 |
| Representation Learning of Multivariate Time Series using Attention and Adversarial Training | Jan 3, 2024 | counterfactualDecision Making | CodeCode Available | 1 |
| Sports-QA: A Large-Scale Video Question Answering Benchmark for Complex and Professional Sports | Jan 3, 2024 | Action Understandingcounterfactual | CodeCode Available | 1 |
| DiG-IN: Diffusion Guidance for Investigating Networks - Uncovering Classifier Differences Neuron Visualisations and Visual Counterfactual Explanations | Jan 1, 2024 | counterfactualimage-classification | CodeCode Available | 1 |
| Is Knowledge All Large Language Models Needed for Causal Reasoning? | Dec 30, 2023 | AllCausal Discovery | CodeCode Available | 1 |
| Towards More Faithful Natural Language Explanation Using Multi-Level Contrastive Learning in VQA | Dec 21, 2023 | Contrastive Learningcounterfactual | CodeCode Available | 1 |
| Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation | Dec 21, 2023 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| CLadder: Assessing Causal Reasoning in Language Models | Dec 7, 2023 | Causal InferenceCommonsense Causal Reasoning | CodeCode Available | 1 |
| UTBoost: Gradient Boosted Decision Trees for Uplift Modeling | Dec 5, 2023 | counterfactualEnsemble Learning | CodeCode Available | 1 |
| Identifying Spurious Correlations using Counterfactual Alignment | Dec 1, 2023 | Attributecounterfactual | CodeCode Available | 1 |
| Towards Assessing and Benchmarking Risk-Return Tradeoff of Off-Policy Evaluation | Nov 30, 2023 | Benchmarkingcounterfactual | CodeCode Available | 1 |
| VITATECS: A Diagnostic Dataset for Temporal Concept Understanding of Video-Language Models | Nov 29, 2023 | counterfactualDiagnostic | CodeCode Available | 1 |
| DiG-IN: Diffusion Guidance for Investigating Networks -- Uncovering Classifier Differences Neuron Visualisations and Visual Counterfactual Explanations | Nov 29, 2023 | counterfactualimage-classification | CodeCode Available | 1 |
| HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data | Nov 22, 2023 | Attributecounterfactual | CodeCode Available | 1 |
| Generating Realistic Counterfactuals for Retinal Fundus and OCT Images using Diffusion Models | Nov 20, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| The Linear Representation Hypothesis and the Geometry of Large Language Models | Nov 7, 2023 | counterfactualSentence | CodeCode Available | 1 |
| CausalCite: A Causal Formulation of Paper Citations | Nov 5, 2023 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Towards objective and systematic evaluation of bias in artificial intelligence for medical imaging | Nov 3, 2023 | counterfactual | CodeCode Available | 1 |
| Intriguing Properties of Data Attribution on Diffusion Models | Nov 1, 2023 | counterfactual | CodeCode Available | 1 |
| D4Explainer: In-Distribution GNN Explanations via Discrete Denoising Diffusion | Oct 30, 2023 | counterfactualDenoising | CodeCode Available | 1 |
| Causality-Inspired Fair Representation Learning for Multimodal Recommendation | Oct 26, 2023 | AttributeCausal Inference | CodeCode Available | 1 |
| Local Universal Explainer (LUX) -- a rule-based explainer with factual, counterfactual and visual explanations | Oct 23, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 |
| Improving Large Language Models in Event Relation Logical Prediction | Oct 13, 2023 | counterfactualEvent Relation Extraction | CodeCode Available | 1 |
| Counterfactual Explanations for Time Series Forecasting | Oct 12, 2023 | counterfactualTime Series | CodeCode Available | 1 |
| Explainable Image Similarity: Integrating Siamese Networks and Grad-CAM | Oct 11, 2023 | counterfactualDecision Making | CodeCode Available | 1 |
| What If the TV Was Off? Examining Counterfactual Reasoning Abilities of Multi-modal Language Models | Oct 10, 2023 | BenchmarkingCode Generation | CodeCode Available | 1 |
| Latent Diffusion Counterfactual Explanations | Oct 10, 2023 | counterfactual | CodeCode Available | 1 |
| MenatQA: A New Dataset for Testing the Temporal Comprehension and Reasoning Abilities of Large Language Models | Oct 8, 2023 | counterfactual | CodeCode Available | 1 |
| Tractable Bounding of Counterfactual Queries by Knowledge Compilation | Oct 5, 2023 | counterfactual | CodeCode Available | 1 |
| GNNX-BENCH: Unravelling the Utility of Perturbation-based GNN Explainers through In-depth Benchmarking | Oct 3, 2023 | Benchmarkingcounterfactual | CodeCode Available | 1 |
| Counterfactual Conservative Q Learning for Offline Multi-agent Reinforcement Learning | Sep 22, 2023 | counterfactualMulti-agent Reinforcement Learning | 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 |
| Accelerating Nash Equilibrium Convergence in Monte Carlo Settings Through Counterfactual Value Based Fictitious Play | Sep 4, 2023 | counterfactual | CodeCode Available | 1 |
