Methods › Computer Vision › Image Models › Interpretability › Papers, page 11
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 11 of 14: papers 1,001 to 1,100 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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Importance of Self-Attention for Sentiment Analysis 1 Nov 2018 · 0 repositories
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Interpretable Structure Induction via Sparse Attention 1 Nov 2018 · 0 repositories
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Introspection for convolutional automatic speech recognition 1 Nov 2018 · 0 repositories
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Representation of Word Meaning in the Intermediate Projection Layer of a Neural Language Model 1 Nov 2018 · 0 repositories
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Treat the system like a human student: Automatic naturalness evaluation of generated text without reference texts 1 Nov 2018 · 0 repositories
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Visual Interrogation of Attention-Based Models for Natural Language Inference and Machine Comprehension 1 Nov 2018 · 0 repositories
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SDRL: Interpretable and Data-efficient Deep Reinforcement Learning Leveraging Symbolic Planning 31 Oct 2018 · 0 repositories · arXiv:1811.00090
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MAMMO: A Deep Learning Solution for Facilitating Radiologist-Machine Collaboration in Breast Cancer Diagnosis 30 Oct 2018 · 0 repositories · arXiv:1811.02661
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Language Modeling with Sparse Product of Sememe Experts 29 Oct 2018 · 1 repository · arXiv:1810.12387
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A Simple Recurrent Unit with Reduced Tensor Product Representations 29 Oct 2018 · 1 repository · arXiv:1810.12456
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Attacks Meet Interpretability: Attribute-steered Detection of Adversarial Samples 27 Oct 2018 · 1 repository · arXiv:1810.11580Syntology 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) · 1 unverified (of 9 harvested samples)
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Learning with Interpretable Structure from Gated RNN 25 Oct 2018 · 0 repositories · arXiv:1810.10708
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Graph Laplacian mixture model 23 Oct 2018 · 1 repository · arXiv:1810.10053
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What can AI do for me: Evaluating Machine Learning Interpretations in Cooperative Play 23 Oct 2018 · 0 repositories · arXiv:1810.09648
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Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection 22 Oct 2018 · 2 repositories
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Axiomatic Interpretability for Multiclass Additive Models 22 Oct 2018 · 1 repository · arXiv:1810.09092
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MMLSpark: Unifying Machine Learning Ecosystems at Massive Scales 20 Oct 2018 · 1 repository · arXiv:1810.08744
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Adversarial TableQA: Attention Supervision for Question Answering on Tables 18 Oct 2018 · 0 repositories · arXiv:1810.08113
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INFODENS: An Open-source Framework for Learning Text Representations 16 Oct 2018 · 1 repository · arXiv:1810.07091
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The LORACs prior for VAEs: Letting the Trees Speak for the Data 16 Oct 2018 · 0 repositories · arXiv:1810.06891
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Cryo-CARE: Content-Aware Image Restoration for Cryo-Transmission Electron Microscopy Data 12 Oct 2018 · 1 repository · arXiv:1810.05420
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Explaining Black Boxes on Sequential Data using Weighted Automata 12 Oct 2018 · 0 repositories · arXiv:1810.05741
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HiTR: Hierarchical Topic Model Re-estimation for Measuring Topical Diversity of Documents 12 Oct 2018 · 1 repository · arXiv:1810.05436
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Secure Deep Learning Engineering: A Software Quality Assurance Perspective 10 Oct 2018 · 0 repositories · arXiv:1810.04538
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textTOvec: Deep Contextualized Neural Autoregressive Topic Models of Language with Distributed Compositional Prior 9 Oct 2018 · 1 repository · arXiv:1810.03947Syntology 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) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Exposition and Interpretation of the Topology of Neural Networks 8 Oct 2018 · 0 repositories · arXiv:1810.03234
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A Machine Learning-based Recommendation System for Swaptions Strategies 4 Oct 2018 · 0 repositories · arXiv:1810.02125
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Learning Comment Controversy Prediction in Web Discussions Using Incidentally Supervised Multi-Task CNNs 1 Oct 2018 · 0 repositories
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Supervised Nonnegative Matrix Factorization to Predict ICU Mortality Risk 27 Sep 2018 · 0 repositories · arXiv:1809.10680
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Automatic brain tumor grading from MRI data using convolutional neural networks and quality assessment 25 Sep 2018 · 1 repository · arXiv:1809.09468
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Understanding Convolutional Neural Networks for Text Classification 21 Sep 2018 · 2 repositories · arXiv:1809.08037
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InfoSSM: Interpretable Unsupervised Learning of Nonparametric State-Space Model for Multi-modal Dynamics 19 Sep 2018 · 1 repository · arXiv:1809.07109
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NAIS: Neural Attentive Item Similarity Model for Recommendation 19 Sep 2018 · 3 repositories · arXiv:1809.07053
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Explainable time series tweaking via irreversible and reversible temporal transformations 13 Sep 2018 · 1 repository · arXiv:1809.05183
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Interpreting search result rankings through intent modeling 13 Sep 2018 · 0 repositories · arXiv:1809.05190
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Classification by Re-generation: Towards Classification Based on Variational Inference 10 Sep 2018 · 1 repository · arXiv:1809.03259
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Automated bird sound recognition in realistic settings 4 Sep 2018 · 0 repositories · arXiv:1809.01133
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DeepPINK: reproducible feature selection in deep neural networks 4 Sep 2018 · 1 repository · arXiv:1809.01185
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Interpretable Basis Decomposition for Visual Explanation 1 Sep 2018 · 1 repository
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Context Mover's Distance & Barycenters: Optimal Transport of Contexts for Building Representations 29 Aug 2018 · 2 repositories · arXiv:1808.09663
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Capsule Networks for Protein Structure Classification and Prediction 22 Aug 2018 · 0 repositories · arXiv:1808.07475
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XAI Beyond Classification: Interpretable Neural Clustering 22 Aug 2018 · 0 repositories · arXiv:1808.07292
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Dynamic Routing on Deep Neural Network for Thoracic Disease Classification and Sensitive Area Localization 17 Aug 2018 · 0 repositories · arXiv:1808.05744
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Shedding Light on Black Box Machine Learning Algorithms: Development of an Axiomatic Framework to Assess the Quality of Methods that Explain Individual Predictions 15 Aug 2018 · 0 repositories · arXiv:1808.05054
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Interpretable Time Series Classification using All-Subsequence Learning and Symbolic Representations in Time and Frequency Domains 12 Aug 2018 · 1 repository · arXiv:1808.04022
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Document Informed Neural Autoregressive Topic Models 11 Aug 2018 · 1 repository · arXiv:1808.03793
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Structured Adversarial Attack: Towards General Implementation and Better Interpretability 5 Aug 2018 · 1 repository · arXiv:1808.01664Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Multitask Gaussian Process with Hierarchical Latent Interactions 3 Aug 2018 · 0 repositories · arXiv:1808.01132
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A Lexicon-Based Supervised Attention Model for Neural Sentiment Analysis 1 Aug 2018 · 0 repositories
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Interpretable Rationale Augmented Charge Prediction System 1 Aug 2018 · 0 repositories
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Multilevel Heuristics for Rationale-Based Entity Relation Classification in Sentences 1 Aug 2018 · 0 repositories
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Recognizing Humour using Word Associations and Humour Anchor Extraction 1 Aug 2018 · 0 repositories
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Techniques for Interpretable Machine Learning 31 Jul 2018 · 0 repositories · arXiv:1808.00033
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Binacox: automatic cut-point detection in high-dimensional Cox model with applications in genetics 25 Jul 2018 · 1 repository · arXiv:1807.09813
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Imparting Interpretability to Word Embeddings while Preserving Semantic Structure 19 Jul 2018 · 2 repositories · arXiv:1807.07279
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Learning Interpretable Anatomical Features Through Deep Generative Models: Application to Cardiac Remodeling 18 Jul 2018 · 1 repository · arXiv:1807.06843
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Machine Learning Interpretability: A Science rather than a tool 18 Jul 2018 · 0 repositories · arXiv:1807.06722
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Take a Look Around: Using Street View and Satellite Images to Estimate House Prices 18 Jul 2018 · 0 repositories · arXiv:1807.07155
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Uncertainty and Interpretability in Convolutional Neural Networks for Semantic Segmentation of Colorectal Polyps 16 Jul 2018 · 0 repositories · arXiv:1807.10584
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ML-Schema: Exposing the Semantics of Machine Learning with Schemas and Ontologies 14 Jul 2018 · 0 repositories · arXiv:1807.05351
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Simultaneous Coherent Structure Coloring facilitates interpretable clustering of scientific data by amplifying dissimilarity 12 Jul 2018 · 1 repository · arXiv:1807.04427
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AudioMNIST: Exploring Explainable Artificial Intelligence for Audio Analysis on a Simple Benchmark 9 Jul 2018 · 3 repositories · arXiv:1807.03418Syntology official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
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Model Agnostic Supervised Local Explanations 9 Jul 2018 · 2 repositories · arXiv:1807.02910
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Discovering Interpretable Representations for Both Deep Generative and Discriminative Models 1 Jul 2018 · 0 repositories
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Inter and Intra Topic Structure Learning with Word Embeddings 1 Jul 2018 · 1 repository
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Nonoverlap-Promoting Variable Selection 1 Jul 2018 · 0 repositories
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oi-VAE: Output Interpretable VAEs for Nonlinear Group Factor Analysis 1 Jul 2018 · 0 repositories
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Ultra Large-Scale Feature Selection using Count-Sketches 1 Jul 2018 · 1 repository
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Adversarial and Perceptual Refinement for Compressed Sensing MRI Reconstruction 28 Jun 2018 · 1 repository · arXiv:1806.11216
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A Benchmark for Interpretability Methods in Deep Neural Networks 28 Jun 2018 · 3 repositories · arXiv:1806.10758Syntology community repositories only · 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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Subject2Vec: Generative-Discriminative Approach from a Set of Image Patches to a Vector 28 Jun 2018 · 1 repository · arXiv:1806.11217Syntology 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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This Looks Like That: Deep Learning for Interpretable Image Recognition 27 Jun 2018 · 4 repositories · arXiv:1806.10574Syntology community repositories only · 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) · 1 pointer-only (licence)
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A Theory of Diagnostic Interpretation in Supervised Classification 26 Jun 2018 · 0 repositories · arXiv:1806.10080
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Color Constancy by Reweighting Image Feature Maps 25 Jun 2018 · 1 repository · arXiv:1806.09248
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Why Interpretability in Machine Learning? An Answer Using Distributed Detection and Data Fusion Theory 25 Jun 2018 · 0 repositories · arXiv:1806.09710
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Multilevel Wavelet Decomposition Network for Interpretable Time Series Analysis 23 Jun 2018 · 2 repositories · arXiv:1806.08946Syntology 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)
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Focusing on What is Relevant: Time-Series Learning and Understanding using Attention 22 Jun 2018 · 0 repositories · arXiv:1806.08523
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On the Robustness of Interpretability Methods 21 Jun 2018 · 3 repositories · arXiv:1806.08049Syntology 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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Interpretable to Whom? A Role-based Model for Analyzing Interpretable Machine Learning Systems 20 Jun 2018 · 0 repositories · arXiv:1806.07552
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Towards Robust Interpretability with Self-Explaining Neural Networks 20 Jun 2018 · 0 repositories · arXiv:1806.07538
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Learning Conditioned Graph Structures for Interpretable Visual Question Answering 19 Jun 2018 · 1 repository · arXiv:1806.07243Syntology 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) · 1 unverified (of 3 harvested samples)
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Natural Language Processing for EHR-Based Computational Phenotyping 13 Jun 2018 · 0 repositories · arXiv:1806.04820
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Logistic Ensemble Models 12 Jun 2018 · 0 repositories · arXiv:1806.04555
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MISSION: Ultra Large-Scale Feature Selection using Count-Sketches 12 Jun 2018 · 1 repository · arXiv:1806.04310
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SOM-VAE: Interpretable Discrete Representation Learning on Time Series 6 Jun 2018 · 6 repositories · arXiv:1806.02199Syntology 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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Relational Deep Reinforcement Learning 5 Jun 2018 · 7 repositories · arXiv:1806.01830Syntology 5 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; 4 where Syntology's instrument failed) · 3 unverified (of 8 harvested samples) · 4 pointer-only (licence)
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An Interpretable Deep Hierarchical Semantic Convolutional Neural Network for Lung Nodule Malignancy Classification 2 Jun 2018 · 1 repository · arXiv:1806.00712
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SCAN: Sliding Convolutional Attention Network for Scene Text Recognition 2 Jun 2018 · 0 repositories · arXiv:1806.00578
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Producing radiologist-quality reports for interpretable artificial intelligence 1 Jun 2018 · 0 repositories · arXiv:1806.00340
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Human-in-the-Loop Interpretability Prior 29 May 2018 · 0 repositories · arXiv:1805.11571
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RetainVis: Visual Analytics with Interpretable and Interactive Recurrent Neural Networks on Electronic Medical Records 28 May 2018 · 0 repositories · arXiv:1805.10724
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ICADx: Interpretable computer aided diagnosis of breast masses 23 May 2018 · 0 repositories · arXiv:1805.08960
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GEN Model: An Alternative Approach to Deep Neural Network Models 19 May 2018 · 0 repositories · arXiv:1805.07508
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MARS: Memory Attention-Aware Recommender System 18 May 2018 · 0 repositories · arXiv:1805.07037
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Unsupervised Learning of Neural Networks to Explain Neural Networks 18 May 2018 · 0 repositories · arXiv:1805.07468
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Interpretable Parallel Recurrent Neural Networks with Convolutional Attentions for Multi-Modality Activity Modeling 17 May 2018 · 0 repositories · arXiv:1805.07233
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RotDCF: Decomposition of Convolutional Filters for Rotation-Equivariant Deep Networks 17 May 2018 · 0 repositories · arXiv:1805.06846
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Joint Embedding of Words and Labels for Text Classification 10 May 2018 · 2 repositories · arXiv:1805.04174
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Interpretable Adversarial Perturbation in Input Embedding Space for Text 8 May 2018 · 2 repositories · arXiv:1805.02917
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Label Embedding with Partial Heterogeneous Contexts 3 May 2018 · 0 repositories · arXiv:1805.01199