Methods › Computer Vision › Image Models › Interpretability › Papers, page 8
Interpretability
Papers archive 2025-07-28
archive papers tagged: 1,322 · with a code link: 501 · where Syntology ran a sample: 112 (82 with a run with no instrument failure, 30 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (112 of 1,322 tagged: 82 with a run with no instrument failure, 30 where every run was a failure of Syntology's instrument)
Page 8 of 14: papers 701 to 800 of 1,322, 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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Structured Graph Learning Via Laplacian Spectral Constraints 24 Sep 2019 · 2 repositories · arXiv:1909.11594Syntology official: not harvested · 0 ran · 1 unverified (of 1 harvested sample)
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WATTNet: Learning to Trade FX via Hierarchical Spatio-Temporal Representation of Highly Multivariate Time Series 24 Sep 2019 · 2 repositories · arXiv:1909.10801
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Deep Message Passing on Sets 21 Sep 2019 · 0 repositories · arXiv:1909.09877
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Characterizing Sources of Uncertainty to Proxy Calibration and Disambiguate Annotator and Data Bias 20 Sep 2019 · 1 repository · arXiv:1909.09285
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AllenNLP Interpret: A Framework for Explaining Predictions of NLP Models 19 Sep 2019 · 1 repository · arXiv:1909.09251
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InterpretML: A Unified Framework for Machine Learning Interpretability 19 Sep 2019 · 2 repositories · arXiv:1909.09223
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Semantically Interpretable Activation Maps: what-where-how explanations within CNNs 18 Sep 2019 · 0 repositories · arXiv:1909.08442
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CELNet: Evidence Localization for Pathology Images using Weakly Supervised Learning 16 Sep 2019 · 0 repositories · arXiv:1909.07097
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Deep Neural Networks for Choice Analysis: Architectural Design with Alternative-Specific Utility Functions 16 Sep 2019 · 0 repositories · arXiv:1909.07481
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Interpreting and Improving Adversarial Robustness of Deep Neural Networks with Neuron Sensitivity 16 Sep 2019 · 0 repositories · arXiv:1909.06978
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Towards a Rigorous Evaluation of XAI Methods on Time Series 16 Sep 2019 · 0 repositories · arXiv:1909.07082
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Graph-guided Architecture Search for Real-time Semantic Segmentation 15 Sep 2019 · 1 repository · arXiv:1909.06793
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Multi-view and Multi-source Transfers in Neural Topic Modeling with Pretrained Topic and Word Embeddings 14 Sep 2019 · 0 repositories · arXiv:1909.06563
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Distributed representation of patients and its use for medical cost prediction 13 Sep 2019 · 0 repositories · arXiv:1909.07157
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Shapley Interpretation and Activation in Neural Networks 13 Sep 2019 · 0 repositories · arXiv:1909.06143
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New Perspective of Interpretability of Deep Neural Networks 12 Sep 2019 · 0 repositories · arXiv:1909.07156
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On the Effect of Observed Subject Biases in Apparent Personality Analysis from Audio-visual Signals 12 Sep 2019 · 0 repositories · arXiv:1909.05568
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Self-Assembling Modular Networks for Interpretable Multi-Hop Reasoning 12 Sep 2019 · 1 repository · arXiv:1909.05803Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 1 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (of 12 harvested samples)
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How to make latent factors interpretable by feeding Factorization machines with knowledge graphs 11 Sep 2019 · 1 repository · arXiv:1909.05038
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Masking by Moving: Learning Distraction-Free Radar Odometry from Pose Information 9 Sep 2019 · 0 repositories · arXiv:1909.03752
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OncoNetExplainer: Explainable Predictions of Cancer Types Based on Gene Expression Data 9 Sep 2019 · 1 repository · arXiv:1909.04169
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Relationships from Entity Stream 7 Sep 2019 · 1 repository · arXiv:1909.03315
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DRLViz: Understanding Decisions and Memory in Deep Reinforcement Learning 6 Sep 2019 · 1 repository · arXiv:1909.02982
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Master your Metrics with Calibration 6 Sep 2019 · 1 repository · arXiv:1909.02827
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Demystifying Brain Tumour Segmentation Networks: Interpretability and Uncertainty Analysis 3 Sep 2019 · 1 repository · arXiv:1909.01498
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Discriminative Topic Modeling with Logistic LDA 3 Sep 2019 · 1 repository · arXiv:1909.01436
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Interpretable Word Embeddings via Informative Priors 3 Sep 2019 · 0 repositories · arXiv:1909.01459
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Higher-order Comparisons of Sentence Encoder Representations 1 Sep 2019 · 0 repositories · arXiv:1909.00303
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Towards Understanding Neural Machine Translation with Word Importance 1 Sep 2019 · 0 repositories · arXiv:1909.00326
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Rethinking travel behavior modeling representations through embeddings 31 Aug 2019 · 2 repositories · arXiv:1909.00154
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Adaptively Sparse Transformers 30 Aug 2019 · 3 repositories · arXiv:1909.00015Syntology official (archive's flag): 2 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) · 0 unverified (of 3 harvested samples)
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Adversarial Training Methods for Network Embedding 30 Aug 2019 · 1 repository · arXiv:1908.11514
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Variational Denoising Network: Toward Blind Noise Modeling and Removal 29 Aug 2019 · 2 repositories · arXiv:1908.11314
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Domain-Agnostic Learning with Anatomy-Consistent Embedding for Cross-Modality Liver Segmentation 27 Aug 2019 · 0 repositories · arXiv:1908.10489
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Heuristic design of fuzzy inference systems: A review of three decades of research 27 Aug 2019 · 0 repositories · arXiv:1908.10122
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Gated Convolutional Networks with Hybrid Connectivity for Image Classification 26 Aug 2019 · 1 repository · arXiv:1908.09699Syntology official (archive's flag): 3 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) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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Theory and Evaluation Metrics for Learning Disentangled Representations 26 Aug 2019 · 2 repositories · arXiv:1908.09961
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Parkinson's Disease Recognition Using SPECT Image and Interpretable AI: A Tutorial 23 Aug 2019 · 0 repositories · arXiv:1908.11199
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Fairness in Deep Learning: A Computational Perspective 23 Aug 2019 · 0 repositories · arXiv:1908.08843
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Neural Cognitive Diagnosis for Intelligent Education Systems 23 Aug 2019 · 2 repositories · arXiv:1908.08733
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Preventing the Generation of Inconsistent Sets of Classification Rules 23 Aug 2019 · 0 repositories · arXiv:1908.09652
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DynGraph2Seq: Dynamic-Graph-to-Sequence Interpretable Learning for Health Stage Prediction in Online Health Forums 22 Aug 2019 · 0 repositories · arXiv:1908.08497
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Inducing a Decision Tree with Discriminative Paths to Classify Entities in a Knowledge Graph 22 Aug 2019 · 1 repository
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MoEL: Mixture of Empathetic Listeners 21 Aug 2019 · 5 repositories · arXiv:1908.07687Syntology 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, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 8 harvested samples)
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Saccader: Improving Accuracy of Hard Attention Models for Vision 20 Aug 2019 · 2 repositories · arXiv:1908.07644
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TabNet: Attentive Interpretable Tabular Learning 20 Aug 2019 · 19 repositories · arXiv:1908.07442Syntology community repositories only · 13 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 0 violated, 12 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (of 17 harvested samples) · 1 pointer-only (licence)
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Deep neural network or dermatologist? 19 Aug 2019 · 1 repository · arXiv:1908.06612
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SIRUS: Stable and Interpretable RUle Set for Classification 19 Aug 2019 · 0 repositories · arXiv:1908.06852
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Consistent Feature Construction with Constrained Genetic Programming for Experimental Physics 17 Aug 2019 · 0 repositories · arXiv:1908.08005
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HOTVis: Higher-Order Time-Aware Visualisation of Dynamic Graphs 16 Aug 2019 · 0 repositories · arXiv:1908.05976
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Natural Language Processing of Clinical Notes on Chronic Diseases: Systematic Review 15 Aug 2019 · 0 repositories · arXiv:1908.05780
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Optimizing for Interpretability in Deep Neural Networks with Tree Regularization 14 Aug 2019 · 0 repositories · arXiv:1908.05254
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Assessing the Impact of Blood Pressure on Cardiac Function Using Interpretable Biomarkers and Variational Autoencoders 13 Aug 2019 · 0 repositories · arXiv:1908.04538
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Regional Tree Regularization for Interpretability in Black Box Models 13 Aug 2019 · 0 repositories · arXiv:1908.04494
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Scalable Explanation of Inferences on Large Graphs 13 Aug 2019 · 0 repositories · arXiv:1908.06482
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DynaNet: Neural Kalman Dynamical Model for Motion Estimation and Prediction 11 Aug 2019 · 0 repositories · arXiv:1908.03918
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LoRMIkA: Local rule-based model interpretability with k-optimal associations 11 Aug 2019 · 0 repositories · arXiv:1908.03840
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Interpretability Analysis of Heartbeat Classification Based on Heartbeat Activity’s Global Sequence Features and BiLSTM-Attention Neural Network 7 Aug 2019 · 0 repositories
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Explaining Convolutional Neural Networks using Softmax Gradient Layer-wise Relevance Propagation 6 Aug 2019 · 1 repository · arXiv:1908.04351
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MMF: Attribute Interpretable Collaborative Filtering 3 Aug 2019 · 0 repositories · arXiv:1908.01099
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Detection of Accounting Anomalies in the Latent Space using Adversarial Autoencoder Neural Networks 2 Aug 2019 · 4 repositories · arXiv:1908.00734
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Recognizing Image Objects by Relational Analysis Using Heterogeneous Superpixels and Deep Convolutional Features 2 Aug 2019 · 0 repositories · arXiv:1908.00669
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RuleKit: A Comprehensive Suite for Rule-Based Learning 2 Aug 2019 · 1 repository · arXiv:1908.01031
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GraphFlow: Exploiting Conversation Flow with Graph Neural Networks for Conversational Machine Comprehension 31 Jul 2019 · 1 repository · arXiv:1908.00059Syntology official (archive's flag): 1 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) · 1 pointer-only (licence)
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Learned Collaborative Stereo Refinement 31 Jul 2019 · 0 repositories · arXiv:1907.13391
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Joint Group Feature Selection and Discriminative Filter Learning for Robust Visual Object Tracking 30 Jul 2019 · 1 repository · arXiv:1907.13242
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A Factored Generalized Additive Model for Clinical Decision Support in the Operating Room 29 Jul 2019 · 1 repository · arXiv:1907.12596
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AlphaStock: A Buying-Winners-and-Selling-Losers Investment Strategy using Interpretable Deep Reinforcement Attention Networks 24 Jul 2019 · 0 repositories · arXiv:1908.02646
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Benchmarking Attribution Methods with Relative Feature Importance 23 Jul 2019 · 2 repositories · arXiv:1907.09701Syntology official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 6 harvested samples)
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Interpretable and Steerable Sequence Learning via Prototypes 23 Jul 2019 · 2 repositories · arXiv:1907.09728
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Semi-Supervised Learning by Disentangling and Self-Ensembling Over Stochastic Latent Space 22 Jul 2019 · 1 repository · arXiv:1907.09607
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The Dangers of Post-hoc Interpretability: Unjustified Counterfactual Explanations 22 Jul 2019 · 1 repository · arXiv:1907.09294
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Detection of Real-world Driving-induced Affective State Using Physiological Signals and Multi-view Multi-task Machine Learning 19 Jul 2019 · 0 repositories · arXiv:1907.09929
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Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications 19 Jul 2019 · 2 repositories · arXiv:1907.08325
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A Survey on Explainable Artificial Intelligence (XAI): Towards Medical XAI 17 Jul 2019 · 0 repositories · arXiv:1907.07374
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An AI-Augmented Lesion Detection Framework For Liver Metastases With Model Interpretability 17 Jul 2019 · 0 repositories · arXiv:1907.07713
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Learning Variable Impedance Control for Contact Sensitive Tasks 17 Jul 2019 · 0 repositories · arXiv:1907.07500
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A study on the Interpretability of Neural Retrieval Models using DeepSHAP 15 Jul 2019 · 0 repositories · arXiv:1907.06484
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Deep network as memory space: complexity, generalization, disentangled representation and interpretability 12 Jul 2019 · 0 repositories · arXiv:1907.06572
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Forecasting remaining useful life: Interpretable deep learning approach via variational Bayesian inferences 11 Jul 2019 · 0 repositories · arXiv:1907.05146
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PreCall: A Visual Interface for Threshold Optimization in ML Model Selection 11 Jul 2019 · 0 repositories · arXiv:1907.05131
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On the Semantic Interpretability of Artificial Intelligence Models 9 Jul 2019 · 0 repositories · arXiv:1907.04105
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ReCoSa: Detecting the Relevant Contexts with Self-Attention for Multi-turn Dialogue Generation 9 Jul 2019 · 2 repositories · arXiv:1907.05339
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Optimal Explanations of Linear Models 8 Jul 2019 · 0 repositories · arXiv:1907.04669
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The Price of Interpretability 8 Jul 2019 · 0 repositories · arXiv:1907.03419
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A Human-Grounded Evaluation of SHAP for Alert Processing 7 Jul 2019 · 0 repositories · arXiv:1907.03324
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Visualization of Emergency Department Clinical Data for Interpretable Patient Phenotyping 5 Jul 2019 · 1 repository · arXiv:1907.11039
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On Explaining Machine Learning Models by Evolving Crucial and Compact Features 4 Jul 2019 · 0 repositories · arXiv:1907.02260
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Encoding high-cardinality string categorical variables 3 Jul 2019 · 1 repository · arXiv:1907.01860Syntology 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) · 1 pointer-only (licence)
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Generalized Principal Component Analysis 3 Jul 2019 · 0 repositories · arXiv:1907.02647
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Interpretable Counterfactual Explanations Guided by Prototypes 3 Jul 2019 · 1 repository · arXiv:1907.02584
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Towards Interpretable Deep Extreme Multi-label Learning 3 Jul 2019 · 0 repositories · arXiv:1907.01723
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Conservative Q-Improvement: Reinforcement Learning for an Interpretable Decision-Tree Policy 2 Jul 2019 · 1 repository · arXiv:1907.01180Syntology 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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Constructing Interpretive Spatio-Temporal Features for Multi-Turn Responses Selection 1 Jul 2019 · 1 repository
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Neural Logic Rule Layers 1 Jul 2019 · 1 repository · arXiv:1907.00878
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Dissecting Pruned Neural Networks 29 Jun 2019 · 0 repositories · arXiv:1907.00262
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Explainable Anatomical Shape Analysis through Deep Hierarchical Generative Models 28 Jun 2019 · 1 repository · arXiv:1907.00058
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Defending Adversarial Attacks by Correcting logits 26 Jun 2019 · 0 repositories · arXiv:1906.10973
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Hierarchical Optimal Transport for Document Representation 26 Jun 2019 · 1 repository · arXiv:1906.10827Syntology 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)
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Interpretable Question Answering on Knowledge Bases and Text 26 Jun 2019 · 0 repositories · arXiv:1906.10924