Methods › Computer Vision › Image Models › Interpretability › Papers, page 6
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 6 of 14: papers 501 to 600 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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Heat and Blur: An Effective and Fast Defense Against Adversarial Examples 17 Mar 2020 · 0 repositories · arXiv:2003.07573
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Explaining Deep Neural Networks and Beyond: A Review of Methods and Applications 17 Mar 2020 · 0 repositories · arXiv:2003.07631
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GAMI-Net: An Explainable Neural Network based on Generalized Additive Models with Structured Interactions 16 Mar 2020 · 2 repositories · arXiv:2003.07132
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Interpretable MTL from Heterogeneous Domains using Boosted Tree 16 Mar 2020 · 0 repositories · arXiv:2003.07077
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Key Phrase Classification in Complex Assignments 16 Mar 2020 · 0 repositories · arXiv:2003.07019
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Self-Supervised Discovering of Interpretable Features for Reinforcement Learning 16 Mar 2020 · 1 repository · arXiv:2003.07069Syntology official (archive's flag): 6 ran · 6 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; 4 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples) · 2 pointer-only (licence)
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Collaborative Motion Prediction via Neural Motion Message Passing 14 Mar 2020 · 1 repository · arXiv:2003.06594
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A Survey of End-to-End Driving: Architectures and Training Methods 13 Mar 2020 · 0 repositories · arXiv:2003.06404
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Neural Generators of Sparse Local Linear Models for Achieving both Accuracy and Interpretability 13 Mar 2020 · 0 repositories · arXiv:2003.06441
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Predicting Legal Proceedings Status: Approaches Based on Sequential Text Data 13 Mar 2020 · 1 repository · arXiv:2003.11561
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xCos: An Explainable Cosine Metric for Face Verification Task 11 Mar 2020 · 1 repository · arXiv:2003.05383
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Towards Interpretable ANNs: An Exact Transformation to Multi-Class Multivariate Decision Trees 10 Mar 2020 · 0 repositories · arXiv:2003.04675
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Tidying Deep Saliency Prediction Architectures 10 Mar 2020 · 1 repository · arXiv:2003.04942Syntology 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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Causal Interpretability for Machine Learning -- Problems, Methods and Evaluation 9 Mar 2020 · 0 repositories · arXiv:2003.03934
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Neuro-symbolic Architectures for Context Understanding 9 Mar 2020 · 0 repositories · arXiv:2003.04707
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UPR: A Model-Driven Architecture for Deep Phase Retrieval 9 Mar 2020 · 0 repositories · arXiv:2003.04396
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SAFE: Scalable Automatic Feature Engineering Framework for Industrial Tasks 5 Mar 2020 · 0 repositories · arXiv:2003.02556
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ViCE: Visual Counterfactual Explanations for Machine Learning Models 5 Mar 2020 · 1 repository · arXiv:2003.02428Syntology 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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Towards Novel Insights in Lattice Field Theory with Explainable Machine Learning 3 Mar 2020 · 0 repositories · arXiv:2003.01504
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What's the relationship between CNNs and communication systems? 3 Mar 2020 · 0 repositories · arXiv:2003.01413
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Toward Interpretability of Dual-Encoder Models for Dialogue Response Suggestions 2 Mar 2020 · 0 repositories · arXiv:2003.04998
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A Study on Multimodal and Interactive Explanations for Visual Question Answering 1 Mar 2020 · 0 repositories · arXiv:2003.00431
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Decision Trees for Decision-Making under the Predict-then-Optimize Framework 29 Feb 2020 · 1 repository · arXiv:2003.00360Syntology 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) · 0 unverified (of 6 harvested samples)
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Graph Neural Networks Meet Neural-Symbolic Computing: A Survey and Perspective 29 Feb 2020 · 0 repositories · arXiv:2003.00330
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Survival Cluster Analysis 29 Feb 2020 · 1 repository · arXiv:2003.00355
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Action Quality Assessment using Siamese Network-Based Deep Metric Learning 27 Feb 2020 · 0 repositories · arXiv:2002.12096
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Hallucinative Topological Memory for Zero-Shot Visual Planning 27 Feb 2020 · 1 repository · arXiv:2002.12336
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Testing Goodness of Fit of Conditional Density Models with Kernels 24 Feb 2020 · 1 repository · arXiv:2002.10271Syntology 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) · 5 unverified (of 9 harvested samples)
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Sampling for Deep Learning Model Diagnosis (Technical Report) 22 Feb 2020 · 0 repositories · arXiv:2002.09754
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The Pragmatic Turn in Explainable Artificial Intelligence (XAI) 22 Feb 2020 · 0 repositories · arXiv:2002.09595
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An Investigation of Interpretability Techniques for Deep Learning in Predictive Process Analytics 21 Feb 2020 · 0 repositories · arXiv:2002.09192
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Autonomous Discovery of Unknown Reaction Pathways from Data by Chemical Reaction Neural Network 20 Feb 2020 · 1 repository · arXiv:2002.09062
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Interpretability of machine learning based prediction models in healthcare 20 Feb 2020 · 0 repositories · arXiv:2002.08596
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Interpreting Interpretations: Organizing Attribution Methods by Criteria 19 Feb 2020 · 0 repositories · arXiv:2002.07985
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Decoding pedestrian and automated vehicle interactions using immersive virtual reality and interpretable deep learning 18 Feb 2020 · 0 repositories · arXiv:2002.07325
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Investigating the Compositional Structure Of Deep Neural Networks 17 Feb 2020 · 0 repositories · arXiv:2002.06967
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Learning Group Structure and Disentangled Representations of Dynamical Environments 17 Feb 2020 · 1 repository · arXiv:2002.06991Syntology 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) · 0 unverified; the one sample that ran constructed an object rather than computing a result (of 1 harvested sample)
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MRRC: Multiple Role Representation Crossover Interpretation for Image Captioning With R-CNN Feature Distribution Composition (FDC) 15 Feb 2020 · 0 repositories · arXiv:2002.06436
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Semi-Structured Distributional Regression -- Extending Structured Additive Models by Arbitrary Deep Neural Networks and Data Modalities 13 Feb 2020 · 2 repositories · arXiv:2002.05777Syntology community repositories only · 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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Multiresolution Tensor Learning for Efficient and Interpretable Spatial Analysis 13 Feb 2020 · 1 repository · arXiv:2002.05578Syntology official (archive's flag): 6 ran · 6 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; 3 where Syntology's instrument failed) · 2 unverified (of 8 harvested samples)
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Deep compositional robotic planners that follow natural language commands 12 Feb 2020 · 0 repositories · arXiv:2002.05201
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Deep Variational Luenberger-type Observer for Stochastic Video Prediction 12 Feb 2020 · 0 repositories · arXiv:2003.00835
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HAN-ECG: An Interpretable Atrial Fibrillation Detection Model Using Hierarchical Attention Networks 12 Feb 2020 · 0 repositories · arXiv:2002.05262
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Leveraging Rationales to Improve Human Task Performance 11 Feb 2020 · 0 repositories · arXiv:2002.04202
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Lifting Interpretability-Performance Trade-off via Automated Feature Engineering 11 Feb 2020 · 1 repository · arXiv:2002.04267
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Interpretable Companions for Black-Box Models 10 Feb 2020 · 0 repositories · arXiv:2002.03494
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REALM: Retrieval-Augmented Language Model Pre-Training 10 Feb 2020 · 6 repositories · arXiv:2002.08909Syntology community repositories only · 4 ran (of which 1 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 2 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
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Attentive Group Equivariant Convolutional Networks 7 Feb 2020 · 1 repository · arXiv:2002.03830Syntology 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) · 2 unverified (of 3 harvested samples)
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FourierNet: Compact mask representation for instance segmentation using differentiable shape decoders 7 Feb 2020 · 1 repository · arXiv:2002.02709Syntology 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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Concept Whitening for Interpretable Image Recognition 5 Feb 2020 · 2 repositories · arXiv:2002.01650Syntology 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) · 1 pointer-only (licence)
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Generating Interpretable Poverty Maps using Object Detection in Satellite Images 5 Feb 2020 · 0 repositories · arXiv:2002.01612
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A Regression Tsetlin Machine with Integer Weighted Clauses for Compact Pattern Representation 4 Feb 2020 · 5 repositories · arXiv:2002.01245
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Deep-URL: A Model-Aware Approach To Blind Deconvolution Based On Deep Unfolded Richardson-Lucy Network 3 Feb 2020 · 0 repositories · arXiv:2002.01053
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Interpreting video features: a comparison of 3D convolutional networks and convolutional LSTM networks 2 Feb 2020 · 2 repositories · arXiv:2002.00367
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Localizing Interpretable Multi-scale informative Patches Derived from Media Classification Task 31 Jan 2020 · 0 repositories · arXiv:2002.03737
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Semantic Discord: Finding Unusual Local Patterns for Time Series 30 Jan 2020 · 1 repository · arXiv:2001.11842
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Controlling generative models with continuous factors of variations 28 Jan 2020 · 1 repository · arXiv:2001.10238Syntology 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) · 3 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Interpreting Machine Learning Malware Detectors Which Leverage N-gram Analysis 27 Jan 2020 · 1 repository · arXiv:2001.10916
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One Explanation Does Not Fit All: The Promise of Interactive Explanations for Machine Learning Transparency 27 Jan 2020 · 0 repositories · arXiv:2001.09734
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The POLAR Framework: Polar Opposites Enable Interpretability of Pre-Trained Word Embeddings 27 Jan 2020 · 1 repository · arXiv:2001.09876
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An interpretable semi-supervised classifier using two different strategies for amended self-labeling 26 Jan 2020 · 0 repositories · arXiv:2001.09502
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Sparse Semi-supervised Heterogeneous Interbattery Bayesian Analysis 24 Jan 2020 · 1 repository · arXiv:2001.08975
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CNN-CASS: CNN for Classification of Coronary Artery Stenosis Score in MPR Images 23 Jan 2020 · 1 repository · arXiv:2001.08593
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Visual Summary of Value-level Feature Attribution in Prediction Classes with Recurrent Neural Networks 23 Jan 2020 · 0 repositories · arXiv:2001.08379
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A Hierarchical Location Normalization System for Text 21 Jan 2020 · 1 repository · arXiv:2001.07320
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Adequate and fair explanations 21 Jan 2020 · 0 repositories · arXiv:2001.07578
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AI Trust in business processes: The need for process-aware explanations 21 Jan 2020 · 0 repositories · arXiv:2001.07537
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SAUNet: Shape Attentive U-Net for Interpretable Medical Image Segmentation 21 Jan 2020 · 3 repositories · arXiv:2001.07645Syntology official (archive's flag): 9 ran · 12 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; 3 where Syntology's instrument failed) · 3 unverified (of 15 harvested samples)
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An interpretable neural network model through piecewise linear approximation 20 Jan 2020 · 0 repositories · arXiv:2001.07119
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High-Fidelity Synthesis with Disentangled Representation 13 Jan 2020 · 2 repositories · arXiv:2001.04296Syntology official (archive's flag): 1 ran · 6 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 2 honoured, 1 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples) · 3 pointer-only (licence)
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Towards Interpretable and Robust Hand Detection via Pixel-wise Prediction 13 Jan 2020 · 0 repositories · arXiv:2001.04163
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Interpretable feature subset selection: A Shapley value based approach 12 Jan 2020 · 0 repositories · arXiv:2001.03956
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Explaining the Explainer: A First Theoretical Analysis of LIME 10 Jan 2020 · 0 repositories · arXiv:2001.03447
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On Interpretability of Artificial Neural Networks: A Survey 8 Jan 2020 · 1 repository · arXiv:2001.02522
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Paraphrase Generation with Latent Bag of Words 7 Jan 2020 · 2 repositories · arXiv:2001.01941Syntology 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) · 7 unverified (of 12 harvested samples)
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Generating Semantic Adversarial Examples via Feature Manipulation 6 Jan 2020 · 0 repositories · arXiv:2001.02297
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FrequentNet: A Novel Interpretable Deep Learning Model for Image Classification 4 Jan 2020 · 1 repository · arXiv:2001.01034
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Explain and Improve: LRP-Inference Fine-Tuning for Image Captioning Models 4 Jan 2020 · 1 repository · arXiv:2001.01037
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DeepCoDA: personalized interpretability for compositional health 1 Jan 2020 · 1 repository
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Multidimensional Shape Constraints 1 Jan 2020 · 0 repositories
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Parameterized Rate-Distortion Stochastic Encoder 1 Jan 2020 · 0 repositories
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Retrieval Augmented Language Model Pre-Training 1 Jan 2020 · 0 repositories
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Simplicial Complex Networks 1 Jan 2020 · 0 repositories
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A general anomaly detection framework for fleet-based condition monitoring of machines 30 Dec 2019 · 0 repositories · arXiv:1912.12941
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Biophysical models of cis-regulation as interpretable neural networks 30 Dec 2019 · 0 repositories · arXiv:2001.03560
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Multi-Objective Hyperparameter Tuning and Feature Selection using Filter Ensembles 30 Dec 2019 · 0 repositories · arXiv:1912.12912
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Explainable Deep Relational Networks for Predicting Compound-Protein Affinities and Contacts 29 Dec 2019 · 0 repositories · arXiv:1912.12553
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Teaching Responsible Data Science: Charting New Pedagogical Territory 23 Dec 2019 · 0 repositories · arXiv:1912.10564
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Exploring Interpretability for Predictive Process Analytics 22 Dec 2019 · 0 repositories · arXiv:1912.10558
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Regularized Operating Envelope with Interpretability and Implementability Constraints 21 Dec 2019 · 0 repositories · arXiv:1912.10158
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Learned SVD: solving inverse problems via hybrid autoencoding 20 Dec 2019 · 0 repositories · arXiv:1912.10840
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Analyzing an Imitation Learning Network for Fundus Image Registration Using a Divide-and-Conquer Approach 19 Dec 2019 · 0 repositories · arXiv:1912.10837
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Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting 19 Dec 2019 · 36 repositories · arXiv:1912.09363Syntology 8 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 4 where Syntology's instrument failed) · 2 unverified (of 10 harvested samples) · 5 pointer-only (licence)
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Analysing Deep Reinforcement Learning Agents Trained with Domain Randomisation 18 Dec 2019 · 0 repositories · arXiv:1912.08324
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Pruning by Explaining: A Novel Criterion for Deep Neural Network Pruning 18 Dec 2019 · 1 repository · arXiv:1912.08881
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Balancing the Tradeoff Between Clustering Value and Interpretability 17 Dec 2019 · 1 repository · arXiv:1912.07820Syntology 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) · 3 unverified (of 8 harvested samples)
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PixelRL: Fully Convolutional Network with Reinforcement Learning for Image Processing 16 Dec 2019 · 1 repository · arXiv:1912.07190
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Unsupervised and Generic Short-Term Anticipation of Human Body Motions 13 Dec 2019 · 0 repositories · arXiv:1912.06688
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Deep Adaptive Wavelet Network 10 Dec 2019 · 1 repository · arXiv:1912.05035
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Recurrent Point Processes for Dynamic Review Models 9 Dec 2019 · 0 repositories · arXiv:1912.04132