Methods › Causal inference
Causal inference
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Causal inference is the process of drawing a conclusion about a causal connection based on the conditions of the occurrence of an effect. The main difference between causal inference and inference of association is that the former analyzes the response of the effect variable when the cause is changed.
Papers archive 2025-07-28
30 shown of 694, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction 24 Jun 2025 · 0 repositories · arXiv:2506.19890
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Quantum Neural Networks for Propensity Score Estimation and Survival Analysis in Observational Biomedical Studies 24 Jun 2025 · 0 repositories · arXiv:2506.19973
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Bayesian Evolutionary Swarm Architecture: A Formal Epistemic System Grounded in Truth-Based Competition 23 Jun 2025 · 0 repositories · arXiv:2506.19191
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T-CPDL: A Temporal Causal Probabilistic Description Logic for Developing Logic-RAG Agent 23 Jun 2025 · 0 repositories · arXiv:2506.18559
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Linear-Time Primitives for Algorithm Development in Graphical Causal Inference 18 Jun 2025 · 0 repositories · arXiv:2506.15758
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Estimation of Treatment Effects in Extreme and Unobserved Data 16 Jun 2025 · 0 repositories · arXiv:2506.14051
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From Images to Insights: Explainable Biodiversity Monitoring with Plain Language Habitat Explanations 12 Jun 2025 · 1 repository · arXiv:2506.10559
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Foundation Models for Causal Inference via Prior-Data Fitted Networks 12 Jun 2025 · 0 repositories · arXiv:2506.10914
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Towards Robust Multimodal Emotion Recognition under Missing Modalities and Distribution Shifts 12 Jun 2025 · 1 repository · arXiv:2506.10452
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Correlation vs causation in Alzheimer's disease: an interpretability-driven study 11 Jun 2025 · 0 repositories · arXiv:2506.10179
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STOAT: Spatial-Temporal Probabilistic Causal Inference Network 11 Jun 2025 · 0 repositories · arXiv:2506.09544
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Revolutionizing Clinical Trials: A Manifesto for AI-Driven Transformation 10 Jun 2025 · 0 repositories · arXiv:2506.09102
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CausalPFN: Amortized Causal Effect Estimation via In-Context Learning 9 Jun 2025 · 1 repository · arXiv:2506.07918Syntology ran 1 of 1 samples · 0 unverified
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Investigating the Relationship Between Physical Activity and Tailored Behavior Change Messaging: Connecting Contextual Bandit with Large Language Models 8 Jun 2025 · 0 repositories · arXiv:2506.07275
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Quantile-Optimal Policy Learning under Unmeasured Confounding 8 Jun 2025 · 0 repositories · arXiv:2506.07140
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Causal Effect Identification in lvLiNGAM from Higher-Order Cumulants 5 Jun 2025 · 1 repository · arXiv:2506.05202Syntology ran 2 of 16 samples · 14 unverified
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AD-EE: Early Exiting for Fast and Reliable Vision-Language Models in Autonomous Driving 4 Jun 2025 · 0 repositories · arXiv:2506.05404
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N²: A Unified Python Package and Test Bench for Nearest Neighbor-Based Matrix Completion 4 Jun 2025 · 1 repository · arXiv:2506.04166
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What Makes Treatment Effects Identifiable? Characterizations and Estimators Beyond Unconfoundedness 4 Jun 2025 · 0 repositories · arXiv:2506.04194
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Argus Inspection: Do Multimodal Large Language Models Possess the Eye of Panoptes? 3 Jun 2025 · 0 repositories · arXiv:2506.14805
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Machine Mirages: Defining the Undefined 3 Jun 2025 · 0 repositories · arXiv:2506.13990
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Uncovering Bias Mechanisms in Observational Studies 1 Jun 2025 · 0 repositories · arXiv:2506.01191
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A Synthetic Business Cycle Approach to Counterfactual Analysis with Nonstationary Macroeconomic Data 28 May 2025 · 0 repositories · arXiv:2505.22388
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Debiased Ill-Posed Regression 27 May 2025 · 0 repositories · arXiv:2505.20787
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Model Agnostic Differentially Private Causal Inference 26 May 2025 · 0 repositories · arXiv:2505.19589
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Estimating Online Influence Needs Causal Modeling! Counterfactual Analysis of Social Media Engagement 25 May 2025 · 0 repositories · arXiv:2505.19355
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Causal Discovery in Dynamic Fading Wireless Networks 24 May 2025 · 0 repositories · arXiv:2506.03163
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BiomedSQL: Text-to-SQL for Scientific Reasoning on Biomedical Knowledge Bases 23 May 2025 · 1 repository · arXiv:2505.20321
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Beyond Correlation: Towards Causal Large Language Model Agents in Biomedicine 22 May 2025 · 0 repositories · arXiv:2505.16982
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Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding 22 May 2025 · 0 repositories · arXiv:2505.16652
Tasks archive 2025-07-28
20 shown of 276 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Causal Inference | 683 |
| counterfactual | 109 |
| Decision Making | 49 |
| Causal Discovery | 48 |
| Time Series | 34 |
| valid | 29 |
| regression | 28 |
| Fairness | 27 |
| Representation Learning | 27 |
| BIG-bench Machine Learning | 22 |
| Time Series Analysis | 22 |
| Selection bias | 20 |
| Recommendation Systems | 16 |
| Prediction | 15 |
| Reinforcement Learning (RL) | 15 |
| Counterfactual Reasoning | 13 |
| Language Modelling | 13 |
| Attribute | 11 |
| Counterfactual Inference | 11 |
| Econometrics | 11 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
The archive places this method in no collection.
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