Methods › General › Interpretability › SHAP › Papers where code ran, page 1
Shapley Additive Explanations
SHAP
Papers archive 2025-07-28
archive papers tagged: 550 · with a code link: 175 · where Syntology ran a sample: 26 (19 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 (26 of 550 tagged: 19 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 26 of the 26 tagged papers where Syntology ran at least one harvested sample (19 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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SPEX: Scaling Feature Interaction Explanations for LLMs 19 Feb 2025 · 1 repository · arXiv:2502.13870Syntology official (archive's flag): 7 ran · 7 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; 0 where Syntology's instrument failed) · 3 unverified (of 10 harvested samples)
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Development and Validation of a Dynamic Kidney Failure Prediction Model based on Deep Learning: A Real-World Study with External Validation 25 Jan 2025 · 1 repository · arXiv:2501.16388Syntology 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) · 3 pointer-only (licence)
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Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse 29 Oct 2024 · 2 repositories · arXiv:2410.22598Syntology community repositories only · 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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shapiq: Shapley Interactions for Machine Learning 2 Oct 2024 · 1 repository · arXiv:2410.01649Syntology 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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Unifying Interpretability and Explainability for Alzheimer's Disease Progression Prediction 11 Jun 2024 · 1 repository · arXiv:2406.07777Syntology 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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X Hacking: The Threat of Misguided AutoML 16 Jan 2024 · 1 repository · arXiv:2401.08513Syntology 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) · 1 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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How Well Do Feature-Additive Explainers Explain Feature-Additive Predictors? 27 Oct 2023 · 1 repository · arXiv:2310.18496Syntology 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) · 4 unverified (of 10 harvested samples) · 10 pointer-only (licence)
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An explainable three dimension framework to uncover learning patterns: A unified look in variable sulci recognition 2 Sep 2023 · 1 repository · arXiv:2309.00903Syntology 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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K-SHAP: Policy Clustering Algorithm for Anonymous Multi-Agent State-Action Pairs 23 Feb 2023 · 0 repositories · arXiv:2302.11996Syntology 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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Impossibility Theorems for Feature Attribution 22 Dec 2022 · 1 repository · arXiv:2212.11870Syntology 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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Unfooling Perturbation-Based Post Hoc Explainers 29 May 2022 · 1 repository · arXiv:2205.14772Syntology official (archive's flag): 1 ran · 1 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; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Deletion and Insertion Tests in Regression Models 25 May 2022 · 1 repository · arXiv:2205.12423Syntology 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) · 0 unverified (of 1 harvested sample)
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Explainable Artificial Intelligence for Bayesian Neural Networks: Towards trustworthy predictions of ocean dynamics 30 Apr 2022 · 1 repository · arXiv:2205.00202Syntology 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) · 0 unverified (of 1 harvested sample)
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Hierarchical Shrinkage: improving the accuracy and interpretability of tree-based methods 2 Feb 2022 · 2 repositories · arXiv:2202.00858Syntology 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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Scrutinizing XAI using linear ground-truth data with suppressor variables 14 Nov 2021 · 1 repository · arXiv:2111.07473Syntology 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 Shapley Additive Explanations 27 Oct 2021 · 2 repositories · arXiv:2110.14270Syntology official (archive's flag): 1 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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Feature Synergy, Redundancy, and Independence in Global Model Explanations using SHAP Vector Decomposition 26 Jul 2021 · 1 repository · arXiv:2107.12436Syntology 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)
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Quantifying Explainability in NLP and Analyzing Algorithms for Performance-Explainability Tradeoff 12 Jul 2021 · 1 repository · arXiv:2107.05693Syntology official (archive's flag): 4 ran · 4 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; 3 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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Synthetic Benchmarks for Scientific Research in Explainable Machine Learning 23 Jun 2021 · 1 repository · arXiv:2106.12543Syntology 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)
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To trust or not to trust an explanation: using LEAF to evaluate local linear XAI methods 1 Jun 2021 · 1 repository · arXiv:2106.00461Syntology 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) · 1 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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GPUTreeShap: Massively Parallel Exact Calculation of SHAP Scores for Tree Ensembles 27 Oct 2020 · 4 repositories · arXiv:2010.13972Syntology community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 2 honoured, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (of 8 harvested samples)
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timeXplain -- A Framework for Explaining the Predictions of Time Series Classifiers 15 Jul 2020 · 1 repository · arXiv:2007.07606Syntology official (archive's flag): 9 ran · 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) · 1 unverified (of 10 harvested samples)
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Accuracy Prediction with Non-neural Model for Neural Architecture Search 9 Jul 2020 · 1 repository · arXiv:2007.04785Syntology 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) · 2 unverified (of 5 harvested samples) · 1 pointer-only (licence)
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Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods 6 Nov 2019 · 2 repositories · arXiv:1911.02508Syntology 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) · 3 unverified (of 6 harvested samples)
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Do Not Trust Additive Explanations 27 Mar 2019 · 2 repositories · arXiv:1903.11420Syntology community repositories only · 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)
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A Unified Approach to Interpreting Model Predictions 22 May 2017 · 17 repositories · arXiv:1705.07874Syntology 3 ran (of which 1 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 1 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (of 8 harvested samples) · 6 pointer-only (licence)