Methods › Computer Vision › Image Models › Interpretability › Papers, page 3

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 3 of 14: papers 201 to 300 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.

• When will the mist clear? On the Interpretability of Machine Learning for Medical Applications: a survey
  1 Oct 2020 · 0 repositories · arXiv:2010.00353
• Improving Interpretability for Computer-aided Diagnosis tools on Whole Slide Imaging with Multiple Instance Learning and Gradient-based Explanations
  29 Sep 2020 · 0 repositories · arXiv:2009.14001
• Inverse Classification with Limited Budget and Maximum Number of Perturbed Samples
  29 Sep 2020 · 0 repositories · arXiv:2009.14111
• Where is the Model Looking At?--Concentrate and Explain the Network Attention
  29 Sep 2020 · 0 repositories · arXiv:2009.13862
• 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)
• SPARTA: Efficient Open-Domain Question Answering via Sparse Transformer Matching Retrieval
  28 Sep 2020 · 1 repository · arXiv:2009.13013
• Transparency, Auditability and eXplainability of Machine Learning Models in Credit Scoring
  28 Sep 2020 · 1 repository · arXiv:2009.13384
• Interaction-Based Trajectory Prediction Over a Hybrid Traffic Graph
  27 Sep 2020 · 0 repositories · arXiv:2009.12916
• Attention Meets Perturbations: Robust and Interpretable Attention with Adversarial Training
  25 Sep 2020 · 1 repository · arXiv:2009.12064
• Whole Slide Images based Cancer Survival Prediction using Attention Guided Deep Multiple Instance Learning Networks
  23 Sep 2020 · 1 repository · arXiv:2009.11169
• What Do You See? Evaluation of Explainable Artificial Intelligence (XAI) Interpretability through Neural Backdoors
  22 Sep 2020 · 0 repositories · arXiv:2009.10639
• Survey of explainable machine learning with visual and granular methods beyond quasi-explanations
  21 Sep 2020 · 0 repositories · arXiv:2009.10221
• A Joint introduction to Gaussian Processes and Relevance Vector Machines with Connections to Kalman filtering and other Kernel Smoothers
  19 Sep 2020 · 0 repositories · arXiv:2009.09217
• Causal Rule Ensemble: Interpretable Discovery and Inference of Heterogeneous Treatment Effects
  18 Sep 2020 · 1 repository · arXiv:2009.09036
• An Interpretable and Uncertainty Aware Multi-Task Framework for Multi-Aspect Sentiment Analysis
  18 Sep 2020 · 2 repositories · arXiv:2009.09112
• Evaluation of Local Explanation Methods for Multivariate Time Series Forecasting
  18 Sep 2020 · 0 repositories · arXiv:2009.09092
• Explainable boosted linear regression for time series forecasting
  18 Sep 2020 · 0 repositories · arXiv:2009.09110
• On the Transferability of Minimal Prediction Preserving Inputs in Question Answering
  17 Sep 2020 · 0 repositories · arXiv:2009.08070
• Captum: A unified and generic model interpretability library for PyTorch
  16 Sep 2020 · 2 repositories · arXiv:2009.07896
• Frequency-based Multi Task learning With Attention Mechanism for Fault Detection In Power Systems
  15 Sep 2020 · 0 repositories · arXiv:2009.06825
• 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)
• MLMLM: Link Prediction with Mean Likelihood Masked Language Model
  15 Sep 2020 · 0 repositories · arXiv:2009.07058
• The Role of Individual User Differences in Interpretable and Explainable Machine Learning Systems
  14 Sep 2020 · 0 repositories · arXiv:2009.06675
• Extracting Optimal Solution Manifolds using Constrained Neural Optimization
  13 Sep 2020 · 0 repositories · arXiv:2009.06024
• Interpretable Machine Learning Approaches to Prediction of Chronic Homelessness
  12 Sep 2020 · 1 repository · arXiv:2009.09072
• CounteRGAN: Generating Realistic Counterfactuals with Residual Generative Adversarial Nets
  11 Sep 2020 · 0 repositories · arXiv:2009.05199
• Deducing neighborhoods of classes from a fitted model
  11 Sep 2020 · 0 repositories · arXiv:2009.05516
• Towards Interpretable Multi-Task Learning Using Bilevel Programming
  11 Sep 2020 · 0 repositories · arXiv:2009.05483
• Dual Encoding for Video Retrieval by Text
  10 Sep 2020 · 1 repository · arXiv:2009.05381
• Learning Shape Features and Abstractions in 3D Convolutional Neural Networks for Detecting Alzheimer's Disease
  10 Sep 2020 · 0 repositories · arXiv:2009.05023
• Quantifying the Preferential Direction of the Model Gradient in Adversarial Training With Projected Gradient Descent
  10 Sep 2020 · 1 repository · arXiv:2009.04709
• Denoising Large-Scale Image Captioning from Alt-text Data using Content Selection Models
  10 Sep 2020 · 0 repositories · arXiv:2009.05175
• Interpreting Deep Glucose Predictive Models for Diabetic People Using RETAIN
  8 Sep 2020 · 0 repositories · arXiv:2009.04524
• Region Comparison Network for Interpretable Few-shot Image Classification
  8 Sep 2020 · 1 repository · arXiv:2009.03558
• Generalization on the Enhancement of Layerwise Relevance Interpretability of Deep Neural Network
  5 Sep 2020 · 2 repositories · arXiv:2009.02516
• Towards Flexible Sparsity-Aware Modeling: Automatic Tensor Rank Learning Using The Generalized Hyperbolic Prior
  5 Sep 2020 · 0 repositories · arXiv:2009.02472
• 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)
• Explainable Empirical Risk Minimization
  3 Sep 2020 · 0 repositories · arXiv:2009.01492
• Learning to Infer User Hidden States for Online Sequential Advertising
  3 Sep 2020 · 0 repositories · arXiv:2009.01453
• ALEX: Active Learning based Enhancement of a Model's Explainability
  2 Sep 2020 · 0 repositories · arXiv:2009.00859
• Heterogeneous Graph Neural Network for Recommendation
  2 Sep 2020 · 0 repositories · arXiv:2009.00799
• Cross-modal Knowledge Reasoning for Knowledge-based Visual Question Answering
  31 Aug 2020 · 0 repositories · arXiv:2009.00145
• Exact and Approximation Algorithms for Sparse PCA
  28 Aug 2020 · 1 repository · arXiv:2008.12438
• Estimating Example Difficulty Using Variance of Gradients
  26 Aug 2020 · 1 repository · arXiv:2008.11600
• SHAP values for Explaining CNN-based Text Classification Models
  26 Aug 2020 · 0 repositories · arXiv:2008.11825
• Evaluating Nonlinear Decision Trees for Binary Classification Tasks with Other Existing Methods
  25 Aug 2020 · 0 repositories · arXiv:2008.10753
• Explainable Spatial Clustering: Leveraging Spatial Data in Radiation Oncology
  25 Aug 2020 · 0 repositories · arXiv:2008.11282
• Modeling Cell Populations Measured By Flow Cytometry With Covariates Using Sparse Mixture of Regressions
  25 Aug 2020 · 2 repositories · arXiv:2008.11251
• DATE: Dual Attentive Tree-aware Embedding for Customs Fraud Detection
  23 Aug 2020 · 1 repository
• Quantum Language Model with Entanglement Embedding for Question Answering
  23 Aug 2020 · 0 repositories · arXiv:2008.09943
• A Benchmark for Studying Diabetic Retinopathy: Segmentation, Grading, and Transferability
  22 Aug 2020 · 0 repositories · arXiv:2008.09772
• Symbolic Semantic Segmentation and Interpretation of COVID-19 Lung Infections in Chest CT volumes based on Emergent Languages
  22 Aug 2020 · 0 repositories · arXiv:2008.09866
• Prototype-based interpretation of the functionality of neurons in winner-take-all neural networks
  20 Aug 2020 · 1 repository · arXiv:2008.08750
• Bayesian neural networks and dimensionality reduction
  18 Aug 2020 · 0 repositories · arXiv:2008.08044
• Principal Ellipsoid Analysis (PEA): Efficient non-linear dimension reduction & clustering
  17 Aug 2020 · 0 repositories · arXiv:2008.07110
• Explainability in Deep Reinforcement Learning
  15 Aug 2020 · 0 repositories · arXiv:2008.06693
• Interpretation of Brain Morphology in Association to Alzheimer's Disease Dementia Classification Using Graph Convolutional Networks on Triangulated Meshes
  14 Aug 2020 · 0 repositories · arXiv:2008.06151
• A Survey on Knowledge integration techniques with Artificial Neural Networks for seq-2-seq/time series models
  13 Aug 2020 · 0 repositories · arXiv:2008.05972
• Interpretable Detection of Partial Discharge in Power Lines with Deep Learning
  13 Aug 2020 · 0 repositories · arXiv:2008.05838
• Towards Visually Explaining Similarity Models
  13 Aug 2020 · 0 repositories · arXiv:2008.06035
• Null-sampling for Interpretable and Fair Representations
  12 Aug 2020 · 1 repository · arXiv:2008.05248
• 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)
• Exposing Deep-faked Videos by Anomalous Co-motion Pattern Detection
  11 Aug 2020 · 0 repositories · arXiv:2008.04848
• Learned Proximal Networks for Quantitative Susceptibility Mapping
  11 Aug 2020 · 1 repository · arXiv:2008.05024
• Driving among Flatmobiles: Bird-Eye-View occupancy grids from a monocular camera for holistic trajectory planning
  10 Aug 2020 · 0 repositories · arXiv:2008.04047
• Informative Dropout for Robust Representation Learning: A Shape-bias Perspective
  10 Aug 2020 · 1 repository · arXiv:2008.04254
• Hierarchical Reinforcement Learning in StarCraft II with Human Expertise in Subgoals Selection
  8 Aug 2020 · 0 repositories · arXiv:2008.03444
• 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)
• A Generalised Approach for Encoding and Reasoning with Qualitative Theories in Answer Set Programming
  4 Aug 2020 · 1 repository · arXiv:2008.01519
• Explanation of Reinforcement Learning Model in Dynamic Multi-Agent System
  4 Aug 2020 · 0 repositories · arXiv:2008.01508
• Interpretable Anomaly Detection with Mondrian P{ó}lya Forests on Data Streams
  4 Aug 2020 · 0 repositories · arXiv:2008.01505
• Learning Transition Models with Time-delayed Causal Relations
  4 Aug 2020 · 0 repositories · arXiv:2008.01593
• On Feature Relevance Uncertainty: A Monte Carlo Dropout Sampling Approach
  4 Aug 2020 · 0 repositories · arXiv:2008.01468
• PAI-BPR: Personalized Outfit Recommendation Scheme with Attribute-wise Interpretability
  4 Aug 2020 · 1 repository · arXiv:2008.01780
• Generative Adversarial Networks for Synthesizing InSAR Patches
  3 Aug 2020 · 0 repositories · arXiv:2008.01184
• Geometrically Enriched Latent Spaces
  2 Aug 2020 · 0 repositories · arXiv:2008.00565
• Interpretable Rule Discovery Through Bilevel Optimization of Split-Rules of Nonlinear Decision Trees for Classification Problems
  2 Aug 2020 · 0 repositories · arXiv:2008.00410
• An Explainable Machine Learning Model for Early Detection of Parkinson's Disease using LIME on DaTscan Imagery
  1 Aug 2020 · 0 repositories · arXiv:2008.00238
• Eigen-CAM: Class Activation Map using Principal Components
  1 Aug 2020 · 3 repositories · arXiv:2008.00299
• Example-Guided Image Synthesis using Masked Spatial-Channel Attention and Self-Supervision
  1 Aug 2020 · 0 repositories
• Fixing Localization Errors to Improve Image Classification
  1 Aug 2020 · 1 repository
• A Novel Global Spatial Attention Mechanism in Convolutional Neural Network for Medical Image Classification
  31 Jul 2020 · 0 repositories · arXiv:2007.15897
• The role of explainability in creating trustworthy artificial intelligence for health care: a comprehensive survey of the terminology, design choices, and evaluation strategies
  31 Jul 2020 · 0 repositories · arXiv:2007.15911
• Hybrid Deep Learning Gaussian Process for Diabetic Retinopathy Diagnosis and Uncertainty Quantification
  29 Jul 2020 · 2 repositories · arXiv:2007.14994
• FIVES: Feature Interaction Via Edge Search for Large-Scale Tabular Data
  29 Jul 2020 · 0 repositories · arXiv:2007.14573
• On the Use of Interpretable Machine Learning for the Management of Data Quality
  29 Jul 2020 · 0 repositories · arXiv:2007.14677
• 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)
• Three-stage intelligent support of clinical decision making for higher trust, validity, and explainability
  25 Jul 2020 · 0 repositories · arXiv:2007.12870
• 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)
• Deep Active Learning by Model Interpretability
  23 Jul 2020 · 0 repositories · arXiv:2007.12100
• Latent-space time evolution of non-intrusive reduced-order models using Gaussian process emulation
  23 Jul 2020 · 0 repositories · arXiv:2007.12167
• Leveraging Bottom-Up and Top-Down Attention for Few-Shot Object Detection
  23 Jul 2020 · 1 repository · arXiv:2007.12104
• Attention based Multiple Instance Learning for Classification of Blood Cell Disorders
  22 Jul 2020 · 1 repository · arXiv:2007.11641
• InstanceFlow: Visualizing the Evolution of Classifier Confusion on the Instance Level
  22 Jul 2020 · 1 repository · arXiv:2007.11353
• Towards Social & Engaging Peer Learning: Predicting Backchanneling and Disengagement in Children
  22 Jul 2020 · 0 repositories · arXiv:2007.11346
• Interpretable Anomaly Detection with DIFFI: Depth-based Isolation Forest Feature Importance
  21 Jul 2020 · 1 repository · arXiv:2007.11117
• DeepNNK: Explaining deep models and their generalization using polytope interpolation
  20 Jul 2020 · 1 repository · arXiv:2007.10505
• Mixture Representation Learning with Coupled Autoencoders
  20 Jul 2020 · 0 repositories · arXiv:2007.09880
• Machine Learning approach for Credit Scoring
  20 Jul 2020 · 0 repositories · arXiv:2008.01687
• A Manifold Proximal Linear Method for Sparse Spectral Clustering with Application to Single-Cell RNA Sequencing Data Analysis
  18 Jul 2020 · 0 repositories · arXiv:2007.09524