Methods › Causal inference › Papers, page 2
Causal inference
Papers archive 2025-07-28
archive papers tagged: 694 · with a code link: 218 · where Syntology ran a sample: 56 (49 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (56 of 694 tagged: 49 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument)
Page 2 of 7: papers 101 to 200 of 694, newest first by the archive's date (ties by slug), in archive order.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.
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GST-UNet: Spatiotemporal Causal Inference with Time-Varying Confounders 7 Feb 2025 · 1 repository · arXiv:2502.05295Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Optimistic Algorithms for Adaptive Estimation of the Average Treatment Effect 7 Feb 2025 · 0 repositories · arXiv:2502.04673
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Causal Interpretations in Observational Studies: The Role of Sociocultural Backgrounds and Team Dynamics 4 Feb 2025 · 0 repositories · arXiv:2502.12159
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Can We Validate Counterfactual Estimations in the Presence of General Network Interference? 3 Feb 2025 · 1 repository · arXiv:2502.01106
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Heterogeneous Treatment Effect in Time-to-Event Outcomes: Harnessing Censored Data with Recursively Imputed Trees 3 Feb 2025 · 0 repositories · arXiv:2502.01575
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Optimizing Feature Selection in Causal Inference: A Three-Stage Computational Framework for Unbiased Estimation 1 Feb 2025 · 0 repositories · arXiv:2502.00501
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PUATE: Efficient Average Treatment Effect Estimation from Treated (Positive) and Unlabeled Units 31 Jan 2025 · 0 repositories · arXiv:2501.19345
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Real-Time Anomaly Detection with Synthetic Anomaly Monitoring (SAM) 30 Jan 2025 · 0 repositories · arXiv:2501.18417
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Targeted Data Fusion for Causal Survival Analysis Under Distribution Shift 30 Jan 2025 · 0 repositories · arXiv:2501.18798
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STGCN-LSTM for Olympic Medal Prediction: Dynamic Power Modeling and Causal Policy Optimization 29 Jan 2025 · 0 repositories · arXiv:2501.17711
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Detecting clinician implicit biases in diagnoses using proximal causal inference 27 Jan 2025 · 1 repository · arXiv:2501.16399
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Philip G. Wright, directed acyclic graphs, and instrumental variables 26 Jan 2025 · 0 repositories · arXiv:2501.16395
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Automatic Debiased Machine Learning for Smooth Functionals of Nonparametric M-Estimands 21 Jan 2025 · 0 repositories · arXiv:2501.11868
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Beyond Reward Hacking: Causal Rewards for Large Language Model Alignment 16 Jan 2025 · 1 repository · arXiv:2501.09620Syntology official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 13 harvested samples)
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MECD+: Unlocking Event-Level Causal Graph Discovery for Video Reasoning 13 Jan 2025 · 1 repository · arXiv:2501.07227
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ML-assisted Randomization Tests for Detecting Treatment Effects in A/B Experiments 13 Jan 2025 · 0 repositories · arXiv:2501.07722
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Causal Claims in Economics 12 Jan 2025 · 0 repositories · arXiv:2501.06873
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Doubly Robust Inference on Causal Derivative Effects for Continuous Treatments 12 Jan 2025 · 2 repositories · arXiv:2501.06969
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Counterfactually Fair Reinforcement Learning via Sequential Data Preprocessing 10 Jan 2025 · 0 repositories · arXiv:2501.06366
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Do we actually understand the impact of renewables on electricity prices? A causal inference approach 10 Jan 2025 · 1 repository · arXiv:2501.10423
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Explainable Federated Bayesian Causal Inference and Its Application in Advanced Manufacturing 10 Jan 2025 · 1 repository · arXiv:2501.06077
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A Point Process Model for Optimizing Repeated Personalized Action Delivery to Users 6 Jan 2025 · 0 repositories · arXiv:2501.02961
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Coarsened confounding for causal effects: a large-sample framework 6 Jan 2025 · 0 repositories · arXiv:2501.03129
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Guiding Treatment Strategies: The Role of Adjuvant Anti-Her2 Neu Therapy and Skin/Nipple Involvement in Local Recurrence-Free Survival in Breast Cancer Patients 4 Jan 2025 · 0 repositories · arXiv:2501.04724
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A Graphical Approach to State Variable Selection in Off-policy Learning 1 Jan 2025 · 0 repositories · arXiv:2501.00854
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Adventurer: Optimizing Vision Mamba Architecture Designs for Efficiency 1 Jan 2025 · 0 repositories
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An AI-powered Bayesian generative modeling approach for causal inference in observational studies 1 Jan 2025 · 0 repositories · arXiv:2501.00755
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Decoding the Flow: CauseMotion for Emotional Causality Analysis in Long-form Conversations 1 Jan 2025 · 0 repositories · arXiv:2501.00778
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Adventures in Demand Analysis Using AI 31 Dec 2024 · 0 repositories · arXiv:2501.00382
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HNCI: High-Dimensional Network Causal Inference 24 Dec 2024 · 1 repository · arXiv:2412.18568
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From Correlation to Causation: Understanding Climate Change through Causal Analysis and LLM Interpretations 21 Dec 2024 · 0 repositories · arXiv:2412.16691
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Eliciting Causal Abilities in Large Language Models for Reasoning Tasks 19 Dec 2024 · 1 repository · arXiv:2412.15314
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Causally Consistent Normalizing Flow 16 Dec 2024 · 0 repositories · arXiv:2412.12401
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On the Role of Surrogates in Conformal Inference of Individual Causal Effects 16 Dec 2024 · 1 repository · arXiv:2412.12365
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Moderating the Mediation Bootstrap for Causal Inference 15 Dec 2024 · 0 repositories · arXiv:2412.11285
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Do LLMs Act as Repositories of Causal Knowledge? 14 Dec 2024 · 0 repositories · arXiv:2412.10635
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Learning Structural Causal Models from Ordering: Identifiable Flow Models 13 Dec 2024 · 0 repositories · arXiv:2412.09843
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Political-LLM: Large Language Models in Political Science 9 Dec 2024 · 0 repositories · arXiv:2412.06864
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A Compositional Atlas for Algebraic Circuits 7 Dec 2024 · 0 repositories · arXiv:2412.05481
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Estimating the treatment effect over time under general interference through deep learner integrated TMLE 6 Dec 2024 · 0 repositories · arXiv:2412.04799
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Evaluating the Relationship of EV Charging Station on the Uptake of Electric Vehicles -- Implication of the NEVI Formula Program 4 Dec 2024 · 1 repository · arXiv:2412.03608
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Online Experimental Design With Estimation-Regret Trade-off Under Network Interference 4 Dec 2024 · 0 repositories · arXiv:2412.03727
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Nature versus nurture in galaxy formation: the effect of environment on star formation with causal machine learning 3 Dec 2024 · 0 repositories · arXiv:2412.02439
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Practical Performative Policy Learning with Strategic Agents 2 Dec 2024 · 1 repository · arXiv:2412.01344
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COLD: Causal reasOning in cLosed Daily activities 29 Nov 2024 · 1 repository · arXiv:2411.19500Syntology official (archive's flag): 3 ran · 3 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Generative Intervention Models for Causal Perturbation Modeling 21 Nov 2024 · 0 repositories · arXiv:2411.14003
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Heterophilic Graph Neural Networks Optimization with Causal Message-passing 21 Nov 2024 · 0 repositories · arXiv:2411.13821
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Logarithmic Neyman Regret for Adaptive Estimation of the Average Treatment Effect 21 Nov 2024 · 0 repositories · arXiv:2411.14341
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Program Evaluation with Remotely Sensed Outcomes 17 Nov 2024 · 0 repositories · arXiv:2411.10959
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Language Models as Causal Effect Generators 12 Nov 2024 · 1 repository · arXiv:2411.08019
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Estimating Causal Effects in Partially Directed Parametric Causal Factor Graphs 11 Nov 2024 · 0 repositories · arXiv:2411.07006
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Stabilized Inverse Probability Weighting via Isotonic Calibration 10 Nov 2024 · 0 repositories · arXiv:2411.06342
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CRepair: CVAE-based Automatic Vulnerability Repair Technology 8 Nov 2024 · 0 repositories · arXiv:2411.05540
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Lee Bounds with a Continuous Treatment in Sample Selection 6 Nov 2024 · 0 repositories · arXiv:2411.04312
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Controlling for Unobserved Confounding with Large Language Model Classification of Patient Smoking Status 5 Nov 2024 · 0 repositories · arXiv:2411.03004
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Testing Generalizability in Causal Inference 5 Nov 2024 · 0 repositories · arXiv:2411.03021
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Optimizing Multi-Scale Representations to Detect Effect Heterogeneity Using Earth Observation and Computer Vision: Applications to Two Anti-Poverty RCTs 4 Nov 2024 · 0 repositories · arXiv:2411.02134
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A Semiparametric Approach to Causal Inference 1 Nov 2024 · 0 repositories · arXiv:2411.00950
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Causality-Driven Audits of Model Robustness 30 Oct 2024 · 0 repositories · arXiv:2410.23494
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Tangent Space Causal Inference: Leveraging Vector Fields for Causal Discovery in Dynamical Systems 30 Oct 2024 · 1 repository · arXiv:2410.23499Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 8 harvested samples)
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Bayesian Counterfactual Prediction Models for HIV Care Retention with Incomplete Outcome and Covariate Information 29 Oct 2024 · 0 repositories · arXiv:2410.22481
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Debiasing Alternative Data for Credit Underwriting Using Causal Inference 29 Oct 2024 · 0 repositories · arXiv:2410.22382
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Estimating Causal Effects of Text Interventions Leveraging LLMs 28 Oct 2024 · 0 repositories · arXiv:2410.21474
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Language Agents Meet Causality -- Bridging LLMs and Causal World Models 25 Oct 2024 · 1 repository · arXiv:2410.19923
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Cascading Failure Prediction via Causal Inference 24 Oct 2024 · 0 repositories · arXiv:2410.19179
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Causal Order Discovery based on Monotonic SCMs 24 Oct 2024 · 0 repositories · arXiv:2410.19870
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Deoxys: A Causal Inference Engine for Unhealthy Node Mitigation in Large-scale Cloud Infrastructure 23 Oct 2024 · 0 repositories · arXiv:2410.17709
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Accounting for Missing Covariates in Heterogeneous Treatment Estimation 21 Oct 2024 · 0 repositories · arXiv:2410.15655
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A Novel Method to Metigate Demographic and Expert Bias in ICD Coding with Causal Inference 18 Oct 2024 · 0 repositories · arXiv:2410.14236
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Differentially Private Covariate Balancing Causal Inference 18 Oct 2024 · 0 repositories · arXiv:2410.14789
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Counterfactual Generative Modeling with Variational Causal Inference 16 Oct 2024 · 1 repository · arXiv:2410.12730Syntology official (archive's flag): 11 ran · 11 ran (of which 3 constructed an object rather than computing a result; 8 with no instrument failure: 5 honoured, 0 violated, 3 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (of 13 harvested samples)
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Do LLMs Have the Generalization Ability in Conducting Causal Inference? 15 Oct 2024 · 1 repository · arXiv:2410.11385
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A Practical Approach to Causal Inference over Time 14 Oct 2024 · 1 repository · arXiv:2410.10502Syntology official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 15 harvested samples)
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DAG-aware Transformer for Causal Effect Estimation 13 Oct 2024 · 1 repository · arXiv:2410.10044
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Learning Representations of Instruments for Partial Identification of Treatment Effects 11 Oct 2024 · 1 repository · arXiv:2410.08976
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Causal Image Modeling for Efficient Visual Understanding 10 Oct 2024 · 1 repository · arXiv:2410.07599
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Counterfactual Causal Inference in Natural Language with Large Language Models 8 Oct 2024 · 1 repository · arXiv:2410.06392
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Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality 7 Oct 2024 · 1 repository · arXiv:2410.04780Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 5 harvested samples)
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Neural Networks Decoded: Targeted and Robust Analysis of Neural Network Decisions via Causal Explanations and Reasoning 7 Oct 2024 · 0 repositories · arXiv:2410.05484
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Facial Action Unit Detection by Adaptively Constraining Self-Attention and Causally Deconfounding Sample 2 Oct 2024 · 1 repository · arXiv:2410.01251
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Smaller Confidence Intervals From IPW Estimators via Data-Dependent Coarsening 2 Oct 2024 · 0 repositories · arXiv:2410.01658
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Causal Representation Learning with Generative Artificial Intelligence: Application to Texts as Treatments 1 Oct 2024 · 0 repositories · arXiv:2410.00903
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Using Deep Autoregressive Models as Causal Inference Engines 27 Sep 2024 · 0 repositories · arXiv:2409.18581
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MECD: Unlocking Multi-Event Causal Discovery in Video Reasoning 26 Sep 2024 · 1 repository · arXiv:2409.17647Syntology official (archive's flag): 6 ran · 8 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (of 8 harvested samples) · 2 pointer-only (licence)
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Linear Contextual Bandits with Interference 24 Sep 2024 · 0 repositories · arXiv:2409.15682
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Potential Field as Scene Affordance for Behavior Change-Based Visual Risk Object Identification 24 Sep 2024 · 0 repositories · arXiv:2409.15846
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Towards Representation Learning for Weighting Problems in Design-Based Causal Inference 24 Sep 2024 · 1 repository · arXiv:2409.16407Syntology official (archive's flag): 14 ran · 14 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 16 harvested samples) · 16 pointer-only (licence)
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CauSkelNet: Causal Representation Learning for Human Behaviour Analysis 23 Sep 2024 · 0 repositories · arXiv:2409.15564
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From Text to Treatment Effects: A Meta-Learning Approach to Handling Text-Based Confounding 23 Sep 2024 · 0 repositories · arXiv:2409.15503
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Testing Causal Models with Hidden Variables in Polynomial Delay via Conditional Independencies 22 Sep 2024 · 1 repository · arXiv:2409.14593
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A Way to Synthetic Triple Difference 18 Sep 2024 · 0 repositories · arXiv:2409.12353
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Causal Inference with Large Language Model: A Survey 15 Sep 2024 · 0 repositories · arXiv:2409.09822
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Unconditional Randomization Tests for Interference 14 Sep 2024 · 0 repositories · arXiv:2409.09243
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Causal GNNs: A GNN-Driven Instrumental Variable Approach for Causal Inference in Networks 13 Sep 2024 · 0 repositories · arXiv:2409.08544
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Proactive Recommendation in Social Networks: Steering User Interest via Neighbor Influence 13 Sep 2024 · 0 repositories · arXiv:2409.08934
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Advancing Causal Inference: A Nonparametric Approach to ATE and CATE Estimation with Continuous Treatments 10 Sep 2024 · 0 repositories · arXiv:2409.06593
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Beyond Flatland: A Geometric Take on Matching Methods for Treatment Effect Estimation 9 Sep 2024 · 0 repositories · arXiv:2409.05459
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K-Fold Causal BART for CATE Estimation 9 Sep 2024 · 0 repositories · arXiv:2409.05665
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Connectivity-Inspired Network for Context-Aware Recognition 6 Sep 2024 · 1 repository · arXiv:2409.04360
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Towards Measuring Sell Side Outcomes in Buy Side Marketplace Experiments using In-Experiment Bipartite Graph 6 Sep 2024 · 0 repositories · arXiv:2409.04174