Methods › General › Interpretability › LIME › Papers, page 3
Local Interpretable Model-Agnostic Explanations
LIME
Papers archive 2025-07-28
archive papers tagged: 378 · with a code link: 149 · where Syntology ran a sample: 25 (21 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (25 of 378 tagged: 21 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument)
Page 3 of 4: papers 201 to 300 of 378, 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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Studying the explanations for the automated prediction of bug and non-bug issues using LIME and SHAP 15 Sep 2022 · 0 repositories · arXiv:2209.07623
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ReX: A Framework for Incorporating Temporal Information in Model-Agnostic Local Explanation Techniques 8 Sep 2022 · 0 repositories · arXiv:2209.03798
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Self-Supervised Face Presentation Attack Detection with Dynamic Grayscale Snippets 27 Aug 2022 · 0 repositories · arXiv:2208.13070
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Sampling Based On Natural Image Statistics Improves Local Surrogate Explainers 8 Aug 2022 · 0 repositories · arXiv:2208.03961
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s-LIME: Reconciling Locality and Fidelity in Linear Explanations 2 Aug 2022 · 0 repositories · arXiv:2208.01510
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From Interpretable Filters to Predictions of Convolutional Neural Networks with Explainable Artificial Intelligence 26 Jul 2022 · 0 repositories · arXiv:2207.12958
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Explainable AI Algorithms for Vibration Data-based Fault Detection: Use Case-adadpted Methods and Critical Evaluation 21 Jul 2022 · 1 repository · arXiv:2207.10732
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Distilling Ensemble of Explanations for Weakly-Supervised Pre-Training of Image Segmentation Models 4 Jul 2022 · 2 repositories · arXiv:2207.03335
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PhilaeX: Explaining the Failure and Success of AI Models in Malware Detection 2 Jul 2022 · 0 repositories · arXiv:2207.00740
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Insights into Pre-training via Simpler Synthetic Tasks 21 Jun 2022 · 1 repository · arXiv:2206.10139
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Attributions Beyond Neural Networks: The Linear Program Case 14 Jun 2022 · 0 repositories · arXiv:2206.07203
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On the Bias-Variance Characteristics of LIME and SHAP in High Sparsity Movie Recommendation Explanation Tasks 9 Jun 2022 · 0 repositories · arXiv:2206.04784
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Do We Need Another Explainable AI Method? Toward Unifying Post-hoc XAI Evaluation Methods into an Interactive and Multi-dimensional Benchmark 8 Jun 2022 · 1 repository · arXiv:2207.14160
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Attribution-based Explanations that Provide Recourse Cannot be Robust 31 May 2022 · 0 repositories · arXiv:2205.15834
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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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Lessons Learned: Defending Against Property Inference Attacks 18 May 2022 · 0 repositories · arXiv:2205.08821
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The Solvability of Interpretability Evaluation Metrics 18 May 2022 · 1 repository · arXiv:2205.08696
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Zero-shot Code-Mixed Offensive Span Identification through Rationale Extraction 12 May 2022 · 1 repository · arXiv:2205.06119
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TRUST XAI: Model-Agnostic Explanations for AI With a Case Study on IIoT Security 2 May 2022 · 0 repositories · arXiv:2205.01232
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Exploring Hidden Semantics in Neural Networks with Symbolic Regression 22 Apr 2022 · 0 repositories · arXiv:2204.10529
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Using Decision Tree as Local Interpretable Model in Autoencoder-based LIME 7 Apr 2022 · 1 repository · arXiv:2204.03321
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Interpretation of Black Box NLP Models: A Survey 31 Mar 2022 · 0 repositories · arXiv:2203.17081
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Explainable Misinformation Detection Across Multiple Social Media Platforms 20 Mar 2022 · 0 repositories · arXiv:2203.11724
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Robustness and Usefulness in AI Explanation Methods 7 Mar 2022 · 0 repositories · arXiv:2203.03729
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Approximating a deep reinforcement learning docking agent using linear model trees 1 Mar 2022 · 0 repositories · arXiv:2203.00369
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Learning-From-Disagreement: A Model Comparison and Visual Analytics Framework 19 Jan 2022 · 0 repositories · arXiv:2201.07849
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McXai: Local model-agnostic explanation as two games 4 Jan 2022 · 0 repositories · arXiv:2201.01044
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Deep Color Consistent Network for Low-Light Image Enhancement 1 Jan 2022 · 1 repository
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Explainable Artificial Intelligence for Pharmacovigilance: What Features Are Important When Predicting Adverse Outcomes? 25 Dec 2021 · 0 repositories · arXiv:2112.13210
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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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Interpreting BERT architecture predictions for peptide presentation by MHC class I proteins 13 Nov 2021 · 1 repository · arXiv:2111.07137
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Demystifying Deep Learning Models for Retinal OCT Disease Classification using Explainable AI 6 Nov 2021 · 0 repositories · arXiv:2111.03890
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Provably Robust Model-Centric Explanations for Critical Decision-Making 26 Oct 2021 · 0 repositories · arXiv:2110.13937
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Double Trouble: How to not explain a text classifier's decisions using counterfactuals synthesized by masked language models? 22 Oct 2021 · 1 repository · arXiv:2110.11929
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Logic Constraints to Feature Importances 13 Oct 2021 · 0 repositories · arXiv:2110.06596
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Classification of Viral Pneumonia X-ray Images with the Aucmedi Framework 3 Oct 2021 · 0 repositories · arXiv:2110.01017
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LEMON: Explainable Entity Matching 1 Oct 2021 · 1 repository · arXiv:2110.00516
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A Zest of LIME: Towards Architecture-Independent Model Distances 29 Sep 2021 · 0 repositories
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Hermitry Ratio: Evaluating the validity of perturbation methods for explainable deep learning 29 Sep 2021 · 0 repositories
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Locally Invariant Explanations: Towards Causal Explanations through Local Invariant Learning 29 Sep 2021 · 0 repositories
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TS-MULE: Local Interpretable Model-Agnostic Explanations for Time Series Forecast Models 17 Sep 2021 · 1 repository · arXiv:2109.08438
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DisCERN:Discovering Counterfactual Explanations using Relevance Features from Neighbourhoods 13 Sep 2021 · 0 repositories · arXiv:2109.05800
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An Interpretable Web-based Glioblastoma Multiforme Prognosis Prediction Tool using Random Forest Model 30 Aug 2021 · 0 repositories · arXiv:2108.13039
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Reinforce Attack: Adversarial Attack against BERT with Reinforcement Learning 17 Aug 2021 · 0 repositories
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Select Wisely and Explain: Active Learning and Probabilistic Local Post-hoc Explainability 16 Aug 2021 · 1 repository · arXiv:2108.06907
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Perturbing Inputs for Fragile Interpretations in Deep Natural Language Processing 11 Aug 2021 · 1 repository · arXiv:2108.04990
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Extending LIME for Business Process Automation 9 Aug 2021 · 0 repositories · arXiv:2108.04371
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HamiltonDinggg at SemEval-2021 Task 5: Investigating Toxic Span Detection using RoBERTa Pre-training 1 Aug 2021 · 0 repositories
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Resisting Out-of-Distribution Data Problem in Perturbation of XAI 27 Jul 2021 · 0 repositories · arXiv:2107.14000
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GLIME: A new graphical methodology for interpretable model-agnostic explanations 21 Jul 2021 · 0 repositories · arXiv:2107.09927
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On the Veracity of Local, Model-agnostic Explanations in Audio Classification: Targeted Investigations with Adversarial Examples 19 Jul 2021 · 1 repository · arXiv:2107.09045
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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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Semantic Reasoning from Model-Agnostic Explanations 29 Jun 2021 · 0 repositories · arXiv:2106.15433
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Contrastive Counterfactual Visual Explanations With Overdetermination 28 Jun 2021 · 1 repository · arXiv:2106.14556
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Feature Attributions and Counterfactual Explanations Can Be Manipulated 23 Jun 2021 · 0 repositories · arXiv:2106.12563
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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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Interpretable Machine Learning Classifiers for Brain Tumour Survival Prediction 17 Jun 2021 · 0 repositories · arXiv:2106.09424
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Developing a Fidelity Evaluation Approach for Interpretable Machine Learning 16 Jun 2021 · 1 repository · arXiv:2106.08492
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S-LIME: Stabilized-LIME for Model Explanation 15 Jun 2021 · 2 repositories · arXiv:2106.07875Syntology 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, 1 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 4 harvested samples) · 1 pointer-only (licence)
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Cross-lingual Emotion Detection 10 Jun 2021 · 0 repositories · arXiv:2106.06017
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Dual-Objective Fine-Tuning of BERT for Entity Matching 1 Jun 2021 · 1 repository
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The Out-of-Distribution Problem in Explainability and Search Methods for Feature Importance Explanations 1 Jun 2021 · 1 repository · arXiv:2106.00786Syntology official (archive's flag): 1 ran · 1 ran (of which 1 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) · 3 unverified; the one sample that ran constructed an object rather than computing a result (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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Explainable Multi-class Classification of the CAMH COVID-19 Mental Health Data 27 May 2021 · 0 repositories · arXiv:2105.13430
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DPN-SENet:A self-attention mechanism neural network for detection and diagnosis of COVID-19 from chest x-ray images 20 May 2021 · 1 repository · arXiv:2105.09683
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XAI Handbook: Towards a Unified Framework for Explainable AI 14 May 2021 · 0 repositories · arXiv:2105.06677
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Order in the Court: Explainable AI Methods Prone to Disagreement 7 May 2021 · 2 repositories · arXiv:2105.03287
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Explainable Artificial Intelligence for Human Decision-Support System in Medical Domain 5 May 2021 · 0 repositories · arXiv:2105.02357
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TrustyAI Explainability Toolkit 26 Apr 2021 · 1 repository · arXiv:2104.12717
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Beyond Outlier Detection: Outlier Interpretation by Attention-Guided Triplet Deviation Network 19 Apr 2021 · 1 repository
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Triplot: model agnostic measures and visualisations for variable importance in predictive models that take into account the hierarchical correlation structure 7 Apr 2021 · 1 repository · arXiv:2104.03403
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Towards a Rigorous Evaluation of Explainability for Multivariate Time Series 6 Apr 2021 · 0 repositories · arXiv:2104.04075
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Evaluating explainable artificial intelligence methods for multi-label deep learning classification tasks in remote sensing 3 Apr 2021 · 0 repositories · arXiv:2104.01375
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Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals 22 Mar 2021 · 0 repositories · arXiv:2103.11972
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Explaining Network Intrusion Detection System Using Explainable AI Framework 12 Mar 2021 · 0 repositories · arXiv:2103.07110
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Explainable AI in Credit Risk Management 1 Mar 2021 · 0 repositories · arXiv:2103.00949
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Axiomatic Explanations for Visual Search, Retrieval, and Similarity Learning 28 Feb 2021 · 0 repositories · arXiv:2103.00370
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Towards the Unification and Robustness of Perturbation and Gradient Based Explanations 21 Feb 2021 · 0 repositories · arXiv:2102.10618
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What does LIME really see in images? 11 Feb 2021 · 1 repository · arXiv:2102.06307
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[Re] Reproducibility study - Does enforcing diversity in hidden states of LSTM-Attention models improve transparency? 31 Jan 2021 · 1 repository
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Better sampling in explanation methods can prevent dieselgate-like deception 26 Jan 2021 · 1 repository · arXiv:2101.11702
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How can I choose an explainer? An Application-grounded Evaluation of Post-hoc Explanations 21 Jan 2021 · 0 repositories · arXiv:2101.08758
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LIME: Learning Inductive Bias for Primitives of Mathematical Reasoning 15 Jan 2021 · 1 repository · arXiv:2101.06223Syntology 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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Constraint-Driven Explanations of Black-Box ML Models 1 Jan 2021 · 0 repositories
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Democratizing Evaluation of Deep Model Interpretability through Consensus 1 Jan 2021 · 0 repositories
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Explanations of Machine Learning predictions: a mandatory step for its application to Operational Processes 30 Dec 2020 · 0 repositories · arXiv:2012.15103
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On the Granularity of Explanations in Model Agnostic NLP Interpretability 24 Dec 2020 · 1 repository · arXiv:2012.13189
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GANterfactual - Counterfactual Explanations for Medical Non-Experts using Generative Adversarial Learning 22 Dec 2020 · 1 repository · arXiv:2012.11905
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Evaluating Explainable Methods for Predictive Process Analytics: A Functionally-Grounded Approach 8 Dec 2020 · 1 repository · arXiv:2012.04218
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Study on the Assessment of the Quality of Experience of Streaming Video 8 Dec 2020 · 2 repositories · arXiv:2012.04623
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BayLIME: Bayesian Local Interpretable Model-Agnostic Explanations 5 Dec 2020 · 2 repositories · arXiv:2012.03058
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A Novel Approach to Radiometric Identification 2 Dec 2020 · 1 repository · arXiv:2012.02256
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Why model why? Assessing the strengths and limitations of LIME 30 Nov 2020 · 1 repository · arXiv:2012.00093
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Teaching the Machine to Explain Itself using Domain Knowledge 27 Nov 2020 · 0 repositories · arXiv:2012.01932
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Explaining Deep Learning Models for Structured Data using Layer-Wise Relevance Propagation 26 Nov 2020 · 0 repositories · arXiv:2011.13429
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Explaining by Removing: A Unified Framework for Model Explanation 21 Nov 2020 · 3 repositories · arXiv:2011.14878
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Data Representing Ground-Truth Explanations to Evaluate XAI Methods 18 Nov 2020 · 0 repositories · arXiv:2011.09892
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Mycorrhizal association of common European tree species shapes biomass and metabolic activity of bacterial and fungal communities in soil 10 Nov 2020 · 0 repositories · arXiv:2011.05846
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Towards Unifying Feature Attribution and Counterfactual Explanations: Different Means to the Same End 10 Nov 2020 · 1 repository · arXiv:2011.04917