Methods › Computer Vision › Image Models › Interpretability › Papers where code ran, page 1

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)

Syntology We ran code from the paper's repository; we did not isolate this method inside it.

Page 1 of 2: papers 1 to 100 of the 112 tagged papers where Syntology ran at least one harvested sample (82 with a run with no instrument failure, 30 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.

• Attention-gating for improved radio galaxy classification
  2 Dec 2020 · 2 repositories · arXiv:2012.01248
  Syntology 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) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Field-wise Learning for Multi-field Categorical Data
  1 Dec 2020 · 1 repository · arXiv:2012.00202
  Syntology 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) · 2 pointer-only (licence)
• Peeking inside the Black Box: Interpreting Deep Learning Models for Exoplanet Atmospheric Retrievals
  23 Nov 2020 · 2 repositories · arXiv:2011.11284
  Syntology 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) · 2 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Benchmarking Deep Learning Interpretability in Time Series Predictions
  26 Oct 2020 · 1 repository · arXiv:2010.13924
  Syntology official (archive's flag): 2 ran · 3 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; 2 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• Measuring Association Between Labels and Free-Text Rationales
  24 Oct 2020 · 1 repository · arXiv:2010.12762
  Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples)
• SOrT-ing VQA Models : Contrastive Gradient Learning for Improved Consistency
  20 Oct 2020 · 1 repository · arXiv:2010.10038
  Syntology 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) · 2 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• Consistent Feature Selection for Analytic Deep Neural Networks
  16 Oct 2020 · 1 repository · arXiv:2010.08097
  Syntology 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) · 1 pointer-only (licence)
• Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting
  9 Oct 2020 · 2 repositories · arXiv:2010.04456
  Syntology official (archive's flag): 2 ran · 3 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 2 pointer-only (licence)
• Universal Weighting Metric Learning for Cross-Modal Matching
  7 Oct 2020 · 2 repositories · arXiv:2010.03403
  Syntology official (archive's flag): 9 ran · 9 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; 3 where Syntology's instrument failed) · 2 unverified (of 11 harvested samples)
• Learning Variational Word Masks to Improve the Interpretability of Neural Text Classifiers
  1 Oct 2020 · 3 repositories · arXiv:2010.00667
  Syntology 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) · 1 pointer-only (licence)
• Instance-based Counterfactual Explanations for Time Series Classification
  28 Sep 2020 · 1 repository · arXiv:2009.13211
  Syntology 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)
• Beyond Individualized Recourse: Interpretable and Interactive Summaries of Actionable Recourses
  15 Sep 2020 · 1 repository · arXiv:2009.07165
  Syntology 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) · 2 pointer-only (licence)
• Multivariate Time-series Anomaly Detection via Graph Attention Network
  4 Sep 2020 · 2 repositories · arXiv:2009.02040
  Syntology 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 2 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 8 harvested samples)
• The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Models
  12 Aug 2020 · 1 repository · arXiv:2008.05122
  Syntology 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)
• The Emergence of Adversarial Communication in Multi-Agent Reinforcement Learning
  6 Aug 2020 · 1 repository · arXiv:2008.02616
  Syntology official (archive's flag): 4 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) · 0 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• Neural Temporal Point Processes For Modelling Electronic Health Records
  27 Jul 2020 · 1 repository · arXiv:2007.13794
  Syntology 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)
• Context-Aware Attentive Knowledge Tracing
  24 Jul 2020 · 3 repositories · arXiv:2007.12324
  Syntology 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) · 0 unverified (of 2 harvested samples)
• Decentralized policy learning with partial observation and mechanical constraints for multiperson modeling
  7 Jul 2020 · 1 repository · arXiv:2007.03155
  Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 1 honoured, 0 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 14 harvested samples) · 1 pointer-only (licence)
• Disentangled Graph Collaborative Filtering
  3 Jul 2020 · 2 repositories · arXiv:2007.01764
  Syntology official (archive's flag): 1 ran · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 2 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples) · 6 pointer-only (licence)
• Unsupervised Learning of Lagrangian Dynamics from Images for Prediction and Control
  3 Jul 2020 · 1 repository · arXiv:2007.01926
  Syntology official (archive's flag): 5 ran · 5 ran (of which 1 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)
• Graph Optimal Transport for Cross-Domain Alignment
  26 Jun 2020 · 1 repository · arXiv:2006.14744
  Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 2 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 10 harvested samples) · 3 pointer-only (licence)
• Proper Network Interpretability Helps Adversarial Robustness in Classification
  26 Jun 2020 · 1 repository · arXiv:2006.14748
  Syntology official (archive's flag): 6 ran · 6 ran (of which 1 constructed an object rather than computing a result; 3 with no instrument failure: 2 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 11 unverified (of 17 harvested samples) · 1 pointer-only (licence)
• Deep Transformation-Invariant Clustering
  19 Jun 2020 · 1 repository · arXiv:2006.11132
  Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 10 harvested samples)
• Getting a CLUE: A Method for Explaining Uncertainty Estimates
  11 Jun 2020 · 1 repository · arXiv:2006.06848
  Syntology 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) · 4 unverified (of 8 harvested samples)
• OptiLIME: Optimized LIME Explanations for Diagnostic Computer Algorithms
  10 Jun 2020 · 1 repository · arXiv:2006.05714
  Syntology 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) · 2 unverified (of 7 harvested samples)
• Evaluating the Disentanglement of Deep Generative Models through Manifold Topology
  5 Jun 2020 · 1 repository · arXiv:2006.03680
  Syntology 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) · 1 pointer-only (licence)
• Graphical Normalizing Flows
  3 Jun 2020 · 4 repositories · arXiv:2006.02548
  Syntology community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 2 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Generalised Interpretable Shapelets for Irregular Time Series
  28 May 2020 · 2 repositories · arXiv:2005.13948
  Syntology 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) · 1 unverified (of 5 harvested samples)
• Simple, Scalable, and Stable Variational Deep Clustering
  16 May 2020 · 2 repositories · arXiv:2005.08047
  Syntology 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) · 2 unverified (of 4 harvested samples)
• Towards Transparent and Explainable Attention Models
  29 Apr 2020 · 2 repositories · arXiv:2004.14243
  Syntology 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)
• Learning a Formula of Interpretability to Learn Interpretable Formulas
  23 Apr 2020 · 3 repositories · arXiv:2004.11170
  Syntology 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)
• AMC-Loss: Angular Margin Contrastive Loss for Improved Explainability in Image Classification
  21 Apr 2020 · 1 repository · arXiv:2004.09805
  Syntology 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) · 3 unverified (of 5 harvested samples)
• giotto-tda: A Topological Data Analysis Toolkit for Machine Learning and Data Exploration
  6 Apr 2020 · 1 repository · arXiv:2004.02551
  Syntology 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)
• NBDT: Neural-Backed Decision Trees
  1 Apr 2020 · 2 repositories · arXiv:2004.00221
  Syntology official (archive's flag): 1 ran · 18 ran (of which 2 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 14 where Syntology's instrument failed) · 11 unverified (of 29 harvested samples)
• Born-Again Tree Ensembles
  24 Mar 2020 · 1 repository · arXiv:2003.11132
  Syntology 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)
• Invariant Rationalization
  22 Mar 2020 · 1 repository · arXiv:2003.09772
  Syntology 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) · 2 unverified (of 7 harvested samples)
• Self-Supervised Discovering of Interpretable Features for Reinforcement Learning
  16 Mar 2020 · 1 repository · arXiv:2003.07069
  Syntology 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)
• Tidying Deep Saliency Prediction Architectures
  10 Mar 2020 · 1 repository · arXiv:2003.04942
  Syntology 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)
• ViCE: Visual Counterfactual Explanations for Machine Learning Models
  5 Mar 2020 · 1 repository · arXiv:2003.02428
  Syntology 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)
• Decision Trees for Decision-Making under the Predict-then-Optimize Framework
  29 Feb 2020 · 1 repository · arXiv:2003.00360
  Syntology 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)
• Testing Goodness of Fit of Conditional Density Models with Kernels
  24 Feb 2020 · 1 repository · arXiv:2002.10271
  Syntology 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)
• Learning Group Structure and Disentangled Representations of Dynamical Environments
  17 Feb 2020 · 1 repository · arXiv:2002.06991
  Syntology 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)
• Multiresolution Tensor Learning for Efficient and Interpretable Spatial Analysis
  13 Feb 2020 · 1 repository · arXiv:2002.05578
  Syntology 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)
• Semi-Structured Distributional Regression -- Extending Structured Additive Models by Arbitrary Deep Neural Networks and Data Modalities
  13 Feb 2020 · 2 repositories · arXiv:2002.05777
  Syntology 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)
• REALM: Retrieval-Augmented Language Model Pre-Training
  10 Feb 2020 · 6 repositories · arXiv:2002.08909
  Syntology 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)
• FourierNet: Compact mask representation for instance segmentation using differentiable shape decoders
  7 Feb 2020 · 1 repository · arXiv:2002.02709
  Syntology 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)
• Attentive Group Equivariant Convolutional Networks
  7 Feb 2020 · 1 repository · arXiv:2002.03830
  Syntology 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)
• Concept Whitening for Interpretable Image Recognition
  5 Feb 2020 · 2 repositories · arXiv:2002.01650
  Syntology 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)
• Controlling generative models with continuous factors of variations
  28 Jan 2020 · 1 repository · arXiv:2001.10238
  Syntology 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)
• SAUNet: Shape Attentive U-Net for Interpretable Medical Image Segmentation
  21 Jan 2020 · 3 repositories · arXiv:2001.07645
  Syntology 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)
• High-Fidelity Synthesis with Disentangled Representation
  13 Jan 2020 · 2 repositories · arXiv:2001.04296
  Syntology 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)
• Paraphrase Generation with Latent Bag of Words
  7 Jan 2020 · 2 repositories · arXiv:2001.01941
  Syntology 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)
• Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting
  19 Dec 2019 · 36 repositories · arXiv:1912.09363
  Syntology 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)
• Balancing the Tradeoff Between Clustering Value and Interpretability
  17 Dec 2019 · 1 repository · arXiv:1912.07820
  Syntology 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)
• Counterfactual Explanation Algorithms for Behavioral and Textual Data
  4 Dec 2019 · 3 repositories · arXiv:1912.01819
  Syntology official: no sample here; runs from other or unrecorded repositories · 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)
• FOCUS: Flexible Optimizable Counterfactual Explanations for Tree Ensembles
  27 Nov 2019 · 1 repository · arXiv:1911.12199
  Syntology 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) · 2 unverified (of 8 harvested samples)
• Towards Visually Explaining Variational Autoencoders
  18 Nov 2019 · 2 repositories · arXiv:1911.07389
  Syntology 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) · 4 unverified (of 6 harvested samples) · 6 pointer-only (licence)
• Scalable Exact Inference in Multi-Output Gaussian Processes
  14 Nov 2019 · 3 repositories · arXiv:1911.06287
  Syntology community repositories only · 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)
• Purifying Interaction Effects with the Functional ANOVA: An Efficient Algorithm for Recovering Identifiable Additive Models
  12 Nov 2019 · 1 repository · arXiv:1911.04974
  Syntology 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) · 1 unverified (of 2 harvested samples)
• Rethinking Self-Attention: Towards Interpretability in Neural Parsing
  10 Nov 2019 · 2 repositories · arXiv:1911.03875
  Syntology 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) · 2 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Explanation by Progressive Exaggeration
  1 Nov 2019 · 2 repositories · arXiv:1911.00483
  Syntology 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)
• Understanding Deep Networks via Extremal Perturbations and Smooth Masks
  18 Oct 2019 · 2 repositories · arXiv:1910.08485
  Syntology 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) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Meta Module Network for Compositional Visual Reasoning
  8 Oct 2019 · 1 repository · arXiv:1910.03230
  Syntology official (archive's flag): 4 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) · 0 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• Mapping Natural-language Problems to Formal-language Solutions Using Structured Neural Representations
  5 Oct 2019 · 2 repositories · arXiv:1910.02339
  Syntology 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)
• Self-Assembling Modular Networks for Interpretable Multi-Hop Reasoning
  12 Sep 2019 · 1 repository · arXiv:1909.05803
  Syntology 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)
• Adaptively Sparse Transformers
  30 Aug 2019 · 3 repositories · arXiv:1909.00015
  Syntology 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)
• Gated Convolutional Networks with Hybrid Connectivity for Image Classification
  26 Aug 2019 · 1 repository · arXiv:1908.09699
  Syntology 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)
• MoEL: Mixture of Empathetic Listeners
  21 Aug 2019 · 5 repositories · arXiv:1908.07687
  Syntology 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)
• TabNet: Attentive Interpretable Tabular Learning
  20 Aug 2019 · 19 repositories · arXiv:1908.07442
  Syntology 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)
• GraphFlow: Exploiting Conversation Flow with Graph Neural Networks for Conversational Machine Comprehension
  31 Jul 2019 · 1 repository · arXiv:1908.00059
  Syntology 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)
• Benchmarking Attribution Methods with Relative Feature Importance
  23 Jul 2019 · 2 repositories · arXiv:1907.09701
  Syntology 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)
• Encoding high-cardinality string categorical variables
  3 Jul 2019 · 1 repository · arXiv:1907.01860
  Syntology 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)
• Conservative Q-Improvement: Reinforcement Learning for an Interpretable Decision-Tree Policy
  2 Jul 2019 · 1 repository · arXiv:1907.01180
  Syntology 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)
• Hierarchical Optimal Transport for Document Representation
  26 Jun 2019 · 1 repository · arXiv:1906.10827
  Syntology 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)
• A unified sparse optimization framework to learn parsimonious physics-informed models from data
  25 Jun 2019 · 4 repositories · arXiv:1906.10612
  Syntology community repositories only · 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) · 6 unverified (of 11 harvested samples)
• Improving performance of deep learning models with axiomatic attribution priors and expected gradients
  25 Jun 2019 · 3 repositories · arXiv:1906.10670
  Syntology 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) · 3 unverified (of 9 harvested samples)
• DLIME: A Deterministic Local Interpretable Model-Agnostic Explanations Approach for Computer-Aided Diagnosis Systems
  24 Jun 2019 · 1 repository · arXiv:1906.10263
  Syntology 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)
• Efficient Amortised Bayesian Inference for Hierarchical and Nonlinear Dynamical Systems
  28 May 2019 · 1 repository · arXiv:1905.12090
  Syntology 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)
• Physics-as-Inverse-Graphics: Unsupervised Physical Parameter Estimation from Video
  27 May 2019 · 1 repository · arXiv:1905.11169
  Syntology 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) · 7 unverified (of 13 harvested samples)
• KGAT: Knowledge Graph Attention Network for Recommendation
  20 May 2019 · 7 repositories · arXiv:1905.07854
  Syntology official (archive's flag): 3 ran · 10 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 1 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (of 13 harvested samples) · 7 pointer-only (licence)
• Disentangled Attribution Curves for Interpreting Random Forests and Boosted Trees
  18 May 2019 · 4 repositories · arXiv:1905.07631
  Syntology 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) · 2 unverified (of 6 harvested samples)
• Interpret Federated Learning with Shapley Values
  11 May 2019 · 1 repository · arXiv:1905.04519
  Syntology 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)
• Interpretable Outcome Prediction with Sparse Bayesian Neural Networks in Intensive Care
  7 May 2019 · 2 repositories · arXiv:1905.02599
  Syntology 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) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Neural Logic Reinforcement Learning
  24 Apr 2019 · 1 repository · arXiv:1904.10729
  Syntology 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) · 3 unverified (of 9 harvested samples)
• Do Not Trust Additive Explanations
  27 Mar 2019 · 2 repositories · arXiv:1903.11420
  Syntology 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)
• Optimization Methods for Interpretable Differentiable Decision Trees in Reinforcement Learning
  22 Mar 2019 · 2 repositories · arXiv:1903.09338
  Syntology 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) · 1 unverified (of 4 harvested samples)
• Bidirectional Attentive Memory Networks for Question Answering over Knowledge Bases
  6 Mar 2019 · 2 repositories · arXiv:1903.02188
  Syntology official (archive's flag): 1 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) · 2 unverified (of 11 harvested samples)
• Explaining a black-box using Deep Variational Information Bottleneck Approach
  19 Feb 2019 · 3 repositories · arXiv:1902.06918
  Syntology 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) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• ProtoAttend: Attention-Based Prototypical Learning
  17 Feb 2019 · 4 repositories · arXiv:1902.06292
  Syntology 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) · 1 pointer-only (licence)
• End-to-end Lane Detection through Differentiable Least-Squares Fitting
  1 Feb 2019 · 1 repository · arXiv:1902.00293
  Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Comprehensive Evaluation of Deep Learning Architectures for Prediction of DNA/RNA Sequence Binding Specificities
  29 Jan 2019 · 2 repositories · arXiv:1901.10526
  Syntology 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) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Effectiveness of Tree-based Ensembles for Anomaly Discovery: Insights, Batch and Streaming Active Learning
  23 Jan 2019 · 2 repositories · arXiv:1901.08930
  Syntology official: harvested, nothing 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) · 19 unverified (of 21 harvested samples)
• Tree-Structured Recurrent Switching Linear Dynamical Systems for Multi-Scale Modeling
  29 Nov 2018 · 1 repository · arXiv:1811.12386
  Syntology 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)
• Fast and interpretable classification of small X-ray diffraction datasets using data augmentation and deep neural networks
  20 Nov 2018 · 3 repositories · arXiv:1811.08425
  Syntology official (archive's flag): 1 ran · 7 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 2 honoured, 1 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (of 8 harvested samples) · 3 pointer-only (licence)
• Attacks Meet Interpretability: Attribute-steered Detection of Adversarial Samples
  27 Oct 2018 · 1 repository · arXiv:1810.11580
  Syntology 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)
• textTOvec: Deep Contextualized Neural Autoregressive Topic Models of Language with Distributed Compositional Prior
  9 Oct 2018 · 1 repository · arXiv:1810.03947
  Syntology 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)
• AudioMNIST: Exploring Explainable Artificial Intelligence for Audio Analysis on a Simple Benchmark
  9 Jul 2018 · 3 repositories · arXiv:1807.03418
  Syntology 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)
• A Benchmark for Interpretability Methods in Deep Neural Networks
  28 Jun 2018 · 3 repositories · arXiv:1806.10758
  Syntology 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)
• Subject2Vec: Generative-Discriminative Approach from a Set of Image Patches to a Vector
  28 Jun 2018 · 1 repository · arXiv:1806.11217
  Syntology 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)
• This Looks Like That: Deep Learning for Interpretable Image Recognition
  27 Jun 2018 · 4 repositories · arXiv:1806.10574
  Syntology 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)