| Eliciting Causal Abilities in Large Language Models for Reasoning Tasks | Dec 19, 2024 | Causal Inference | CodeCode Available | 1 |
| Exploring Multi-Modal Data with Tool-Augmented LLM Agents for Precise Causal Discovery | Dec 18, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| CausalMob: Causal Human Mobility Prediction with LLMs-derived Human Intentions toward Public Events | Dec 3, 2024 | ArticlesCausal Inference | CodeCode Available | 1 |
| Language Models as Causal Effect Generators | Nov 12, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Language Agents Meet Causality -- Bridging LLMs and Causal World Models | Oct 25, 2024 | Causal InferenceCommon Sense Reasoning | CodeCode Available | 1 |
| Counterfactual Generative Modeling with Variational Causal Inference | Oct 16, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| DiffPO: A causal diffusion model for learning distributions of potential outcomes | Oct 11, 2024 | Causal InferenceDecision Making | CodeCode Available | 1 |
| Causal Image Modeling for Efficient Visual Understanding | Oct 10, 2024 | Causal Inference | CodeCode Available | 1 |
| Counterfactual Causal Inference in Natural Language with Large Language Models | Oct 8, 2024 | ArticlesCausal Inference | CodeCode Available | 1 |
| See or Guess: Counterfactually Regularized Image Captioning | Aug 29, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| General targeted machine learning for modern causal mediation analysis | Aug 26, 2024 | Causal Inference | CodeCode Available | 1 |
| Multi-task Heterogeneous Graph Learning on Electronic Health Records | Aug 14, 2024 | Causal InferenceDenoising | CodeCode Available | 1 |
| MiranDa: Mimicking the Learning Processes of Human Doctors to Achieve Causal Inference for Medication Recommendation | Jul 23, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Discriminative and Consistent Representation Distillation | Jul 16, 2024 | Causal InferenceContrastive Learning | CodeCode Available | 1 |
| Causality for Tabular Data Synthesis: A High-Order Structure Causal Benchmark Framework | Jun 12, 2024 | BenchmarkingCausal Inference | CodeCode Available | 1 |
| Learning Divergence Fields for Shift-Robust Graph Representations | Jun 7, 2024 | Causal InferenceOut-of-Distribution Generalization | CodeCode Available | 1 |
| A Scoping Review of Earth Observation and Machine Learning for Causal Inference: Implications for the Geography of Poverty | May 30, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| A Brief Introduction to Causal Inference in Machine Learning | May 14, 2024 | Causal InferenceOut-of-Distribution Generalization | CodeCode Available | 1 |
| Disentangling ID and Modality Effects for Session-based Recommendation | Apr 19, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| The Causal Chambers: Real Physical Systems as a Testbed for AI Methodology | Apr 17, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| C-XGBoost: A tree boosting model for causal effect estimation | Mar 31, 2024 | Causal InferenceMissing Values | CodeCode Available | 1 |
| Semi-Supervised Learning for Deep Causal Generative Models | Mar 27, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| CIDGMed: Causal Inference-Driven Medication Recommendation with Enhanced Dual-Granularity Learning | Mar 1, 2024 | Causal InferenceRecommendation Systems | CodeCode Available | 1 |
| Language Models Represent Beliefs of Self and Others | Feb 28, 2024 | Causal Inference | CodeCode Available | 1 |
| Graph Out-of-Distribution Generalization via Causal Intervention | Feb 18, 2024 | Causal InferenceOut-of-Distribution Generalization | CodeCode Available | 1 |
