Methods › Causal inference › Papers where code ran, page 1
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)
Syntology We ran code from the paper's repository; we did not isolate this method inside it.
Page 1 of 1: papers 1 to 56 of the 56 tagged papers where Syntology ran at least one harvested sample (49 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.
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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CausalPFN: Amortized Causal Effect Estimation via In-Context Learning 9 Jun 2025 · 1 repository · arXiv:2506.07918Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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Causal Effect Identification in lvLiNGAM from Higher-Order Cumulants 5 Jun 2025 · 1 repository · arXiv:2506.05202Syntology official (archive's flag): 14 ran · 14 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 1 honoured, 0 violated, 12 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 16 harvested samples)
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DeCaFlow: A Deconfounding Causal Generative Model 19 Mar 2025 · 1 repository · arXiv:2503.15114Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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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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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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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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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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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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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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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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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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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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Can Transformers Do Enumerative Geometry? 27 Aug 2024 · 1 repository · arXiv:2408.14915Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Multi-task Heterogeneous Graph Learning on Electronic Health Records 14 Aug 2024 · 1 repository · arXiv:2408.07569Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Standardizing Structural Causal Models 17 Jun 2024 · 1 repository · arXiv:2406.11601Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples)
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Causality for Tabular Data Synthesis: A High-Order Structure Causal Benchmark Framework 12 Jun 2024 · 1 repository · arXiv:2406.08311Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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A Causal Framework for Evaluating Deferring Systems 29 May 2024 · 1 repository · arXiv:2405.18902Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 7 harvested samples) · 7 pointer-only (licence)
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Learning Invariant Causal Mechanism from Vision-Language Models 24 May 2024 · 0 repositories · arXiv:2405.15289Syntology 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Be Aware of the Neighborhood Effect: Modeling Selection Bias under Interference 30 Apr 2024 · 1 repository · arXiv:2404.19620Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 1 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 7 harvested samples) · 2 pointer-only (licence)
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Counterfactual Reasoning for Multi-Label Image Classification via Patching-Based Training 9 Apr 2024 · 1 repository · arXiv:2404.06287Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 0 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (of 15 harvested samples) · 15 pointer-only (licence)
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Propensity Score Alignment of Unpaired Multimodal Data 2 Apr 2024 · 1 repository · arXiv:2404.01595Syntology official (archive's flag): 5 ran · 5 ran (of which 5 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; every one of the 5 samples that ran constructed an object rather than computing a result (of 6 harvested samples) · 6 pointer-only (licence)
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Predictive Performance Comparison of Decision Policies Under Confounding 1 Apr 2024 · 1 repository · arXiv:2404.00848Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Causal-StoNet: Causal Inference for High-Dimensional Complex Data 27 Mar 2024 · 1 repository · arXiv:2403.18994Syntology official (archive's flag): 3 ran · 3 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; 0 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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AcceleratedLiNGAM: Learning Causal DAGs at the speed of GPUs 6 Mar 2024 · 1 repository · arXiv:2403.03772Syntology official (archive's flag): 3 ran · 3 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; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Unveiling the Potential of Robustness in Selecting Conditional Average Treatment Effect Estimators 28 Feb 2024 · 1 repository · arXiv:2402.18392Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (of 10 harvested samples) · 10 pointer-only (licence)
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Language Models Represent Beliefs of Self and Others 28 Feb 2024 · 1 repository · arXiv:2402.18496Syntology 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 11 harvested samples)
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Graph Out-of-Distribution Generalization via Causal Intervention 18 Feb 2024 · 1 repository · arXiv:2402.11494Syntology official (archive's flag): 2 ran · 2 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; 0 where Syntology's instrument failed) · 6 unverified (of 8 harvested samples) · 8 pointer-only (licence)
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SLANG: New Concept Comprehension of Large Language Models 23 Jan 2024 · 1 repository · arXiv:2401.12585Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 8 harvested samples) · 1 pointer-only (licence)
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Proximal Causal Inference With Text Data 12 Jan 2024 · 1 repository · arXiv:2401.06687Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Neural Causal Abstractions 5 Jan 2024 · 1 repository · arXiv:2401.02602Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 6 harvested samples)
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Learning the Causal Structure of Networked Dynamical Systems under Latent Nodes and Structured Noise 10 Dec 2023 · 1 repository · arXiv:2312.05974Syntology official (archive's flag): 3 ran · 3 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; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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CLadder: Assessing Causal Reasoning in Language Models 7 Dec 2023 · 2 repositories · arXiv:2312.04350Syntology official (archive's flag): 14 ran · 15 ran (of which 1 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (of 19 harvested samples)
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Marginal Density Ratio for Off-Policy Evaluation in Contextual Bandits 3 Dec 2023 · 1 repository · arXiv:2312.01457Syntology official (archive's flag): 2 ran · 2 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; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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A Neural Framework for Generalized Causal Sensitivity Analysis 27 Nov 2023 · 1 repository · arXiv:2311.16026Syntology official (archive's flag): 3 ran · 3 ran (of which 2 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) · 3 unverified (of 6 harvested samples) · 6 pointer-only (licence)
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Text-Transport: Toward Learning Causal Effects of Natural Language 31 Oct 2023 · 1 repository · arXiv:2310.20697Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 8 harvested samples) · 8 pointer-only (licence)
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Counterfactual Prediction Under Selective Confounding 21 Oct 2023 · 1 repository · arXiv:2310.14064Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Finding Counterfactually Optimal Action Sequences in Continuous State Spaces 6 Jun 2023 · 1 repository · arXiv:2306.03929Syntology official (archive's flag): 3 ran · 3 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; 0 where Syntology's instrument failed) · 4 unverified (of 7 harvested samples) · 7 pointer-only (licence)
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Synthetic Combinations: A Causal Inference Framework for Combinatorial Interventions 24 Mar 2023 · 1 repository · arXiv:2303.14226Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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SUTD-TrafficQA: A Question Answering Benchmark and an Efficient Network for Video Reasoning over Traffic Events 29 Mar 2021 · 3 repositories · arXiv:2103.15538Syntology community repositories only · 6 ran (of which 1 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 9 harvested samples) · 2 pointer-only (licence)
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Invariant Representation Learning for Treatment Effect Estimation 24 Nov 2020 · 1 repository · arXiv:2011.12379Syntology official (archive's flag): 1 ran · 2 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; 0 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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DoWhy: An End-to-End Library for Causal Inference 9 Nov 2020 · 5 repositories · arXiv:2011.04216Syntology community repositories only · 6 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples)
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Adversarial Counterfactual Learning and Evaluation for Recommender System 8 Nov 2020 · 1 repository · arXiv:2012.02295Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect 28 Sep 2020 · 2 repositories · arXiv:2009.12991Syntology official (archive's flag): 1 ran · 2 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (of 2 harvested samples) · 2 pointer-only (licence)
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Estimating Individual Treatment Effects using Non-Parametric Regression Models: a Review 14 Sep 2020 · 1 repository · arXiv:2009.06472Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 2 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Estimating Causal Effects with the Neural Autoregressive Density Estimator 17 Aug 2020 · 1 repository · arXiv:2008.07283Syntology 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Autoregressive flow-based causal discovery and inference 18 Jul 2020 · 2 repositories · arXiv:2007.09390Syntology community repositories only · 11 ran (of which 10 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (of 15 harvested samples)
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Sense and Sensitivity Analysis: Simple Post-Hoc Analysis of Bias Due to Unobserved Confounding 3 Mar 2020 · 2 repositories · arXiv:2003.01747Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples)
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Unbiased Scene Graph Generation from Biased Training 27 Feb 2020 · 6 repositories · arXiv:2002.11949Syntology official (archive's flag): 3 ran · 6 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; 3 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples) · 6 pointer-only (licence)
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MissDeepCausal: Causal Inference from Incomplete Data Using Deep Latent Variable Models 25 Feb 2020 · 1 repository · arXiv:2002.10837Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples)
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A neural network oracle for quantum nonlocality problems in networks 24 Jul 2019 · 1 repository · arXiv:1907.10552Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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Adapting Neural Networks for the Estimation of Treatment Effects 5 Jun 2019 · 5 repositories · arXiv:1906.02120Syntology official: harvested, nothing ran · 2 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; 0 where Syntology's instrument failed) · 3 unverified (of 5 harvested samples) · 3 pointer-only (licence)
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Adversarial Balancing-based Representation Learning for Causal Effect Inference with Observational Data 30 Apr 2019 · 2 repositories · arXiv:1904.13335Syntology official (archive's flag): 12 ran · 18 ran (of which 0 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (of 23 harvested samples) · 2 pointer-only (licence)
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Time Series Deconfounder: Estimating Treatment Effects over Time in the Presence of Hidden Confounders 1 Feb 2019 · 2 repositories · arXiv:1902.00450Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 8 harvested samples)
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Challenges of Using Text Classifiers for Causal Inference 1 Oct 2018 · 1 repository · arXiv:1810.00956Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Causal Inference and Mechanism Clustering of A Mixture of Additive Noise Models 23 Sep 2018 · 1 repository · arXiv:1809.08568Syntology official (archive's flag): 2 ran · 2 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; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
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Estimating individual treatment effect: generalization bounds and algorithms 13 Jun 2016 · 4 repositories · arXiv:1606.03976Syntology 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples)