Methods › Computer Vision › Image Models › Interpretability › Papers, page 2
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 2 of 14: papers 101 to 200 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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Understand Watchdogs: Discover How Game Bot Get Discovered 26 Nov 2020 · 0 repositories · arXiv:2011.13374
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Advancing diagnostic performance and clinical usability of neural networks via adversarial training and dual batch normalization 25 Nov 2020 · 1 repository · arXiv:2011.13011
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The Geometry of Distributed Representations for Better Alignment, Attenuated Bias, and Improved Interpretability 25 Nov 2020 · 1 repository · arXiv:2011.12465
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Revisiting Pixel-Wise Supervision for Face Anti-Spoofing 24 Nov 2020 · 1 repository · arXiv:2011.12032
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Accurate and Rapid Diagnosis of COVID-19 Pneumonia with Batch Effect Removal of Chest CT-Scans and Interpretable Artificial Intelligence 23 Nov 2020 · 0 repositories · arXiv:2011.11736
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Interpretable Visual Reasoning via Induced Symbolic Space 23 Nov 2020 · 1 repository · arXiv:2011.11603
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Peeking inside the Black Box: Interpreting Deep Learning Models for Exoplanet Atmospheric Retrievals 23 Nov 2020 · 2 repositories · arXiv:2011.11284Syntology 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)
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A Bayesian Account of Measures of Interpretability in Human-AI Interaction 22 Nov 2020 · 0 repositories · arXiv:2011.10920
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Matrix-wise ℓ₀-constrained Sparse Nonnegative Least Squares 22 Nov 2020 · 1 repository · arXiv:2011.11066
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A non-autonomous equation discovery method for time signal classification 22 Nov 2020 · 0 repositories · arXiv:2011.11096
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Multiresolution Knowledge Distillation for Anomaly Detection 22 Nov 2020 · 3 repositories · arXiv:2011.11108
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Contextual Interference Reduction by Selective Fine-Tuning of Neural Networks 21 Nov 2020 · 0 repositories · arXiv:2011.10857
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One Metric to Measure them All: Localisation Recall Precision (LRP) for Evaluating Visual Detection Tasks 21 Nov 2020 · 2 repositories · arXiv:2011.10772
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Spatially Correlated Patterns in Adversarial Images 21 Nov 2020 · 0 repositories · arXiv:2011.10794
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Born Identity Network: Multi-way Counterfactual Map Generation to Explain a Classifier's Decision 20 Nov 2020 · 1 repository · arXiv:2011.10381
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Lightweight Data Fusion with Conjugate Mappings 20 Nov 2020 · 0 repositories · arXiv:2011.10607
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Detecting Hierarchical Changes in Latent Variable Models 18 Nov 2020 · 0 repositories · arXiv:2011.09465
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Identification of state functions by physically-guided neural networks with physically-meaningful internal layers 17 Nov 2020 · 0 repositories · arXiv:2011.08567
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Phenotyping Clusters of Patient Trajectories suffering from Chronic Complex Disease 17 Nov 2020 · 0 repositories · arXiv:2011.08356
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Modular Multi Target Tracking Using LSTM Networks 16 Nov 2020 · 0 repositories · arXiv:2011.09839
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FAIR: Fair Adversarial Instance Re-weighting 15 Nov 2020 · 0 repositories · arXiv:2011.07495
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Interpretable Visualization and Higher-Order Dimension Reduction for ECoG Data 15 Nov 2020 · 1 repository · arXiv:2011.09447
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Meta-modeling strategy for data-driven forecasting 14 Nov 2020 · 0 repositories · arXiv:2012.00678
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diagNNose: A Library for Neural Activation Analysis 13 Nov 2020 · 1 repository · arXiv:2011.06819
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3D-OES: Viewpoint-Invariant Object-Factorized Environment Simulators 12 Nov 2020 · 0 repositories · arXiv:2011.06464
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Physics-constrained Deep Learning of Multi-zone Building Thermal Dynamics 11 Nov 2020 · 0 repositories · arXiv:2011.05987
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DoLFIn: Distributions over Latent Features for Interpretability 10 Nov 2020 · 0 repositories · arXiv:2011.05295
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Interpretable collaborative data analysis on distributed data 9 Nov 2020 · 0 repositories · arXiv:2011.04437
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Learning identifiable and interpretable latent models of high-dimensional neural activity using pi-VAE 9 Nov 2020 · 2 repositories · arXiv:2011.04798
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Text Classification through Glyph-aware Disentangled Character Embedding and Semantic Sub-character Augmentation 9 Nov 2020 · 1 repository · arXiv:2011.04184
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VisBERT: Hidden-State Visualizations for Transformers 9 Nov 2020 · 1 repository · arXiv:2011.04507
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Explainable AI meets Healthcare: A Study on Heart Disease Dataset 6 Nov 2020 · 0 repositories · arXiv:2011.03195
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Wasserstein-based fairness interpretability framework for machine learning models 6 Nov 2020 · 0 repositories · arXiv:2011.03156
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AML-SVM: Adaptive Multilevel Learning with Support Vector Machines 5 Nov 2020 · 1 repository · arXiv:2011.02592
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This Looks Like That, Because ... Explaining Prototypes for Interpretable Image Recognition 5 Nov 2020 · 1 repository · arXiv:2011.02863
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Probing Multilingual BERT for Genetic and Typological Signals 4 Nov 2020 · 0 repositories · arXiv:2011.02070
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RetroXpert: Decompose Retrosynthesis Prediction like a Chemist 4 Nov 2020 · 1 repository · arXiv:2011.02893
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MACE: Model Agnostic Concept Extractor for Explaining Image Classification Networks 3 Nov 2020 · 1 repository · arXiv:2011.01472
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MAIRE -- A Model-Agnostic Interpretable Rule Extraction Procedure for Explaining Classifiers 3 Nov 2020 · 0 repositories · arXiv:2011.01506
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Multicollinearity Correction and Combined Feature Effect in Shapley Values 3 Nov 2020 · 0 repositories · arXiv:2011.01661
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Weakly- and Semi-supervised Evidence Extraction 3 Nov 2020 · 1 repository · arXiv:2011.01459
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Perceive, Attend, and Drive: Learning Spatial Attention for Safe Self-Driving 2 Nov 2020 · 0 repositories · arXiv:2011.01153
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Ridge regression with adaptive additive rectangles and other piecewise functional templates 2 Nov 2020 · 0 repositories · arXiv:2011.01048
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CHIME: Cross-passage Hierarchical Memory Network for Generative Review Question Answering 1 Nov 2020 · 1 repository · arXiv:2011.00519
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De-Biased Court's View Generation with Causality 1 Nov 2020 · 0 repositories
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DebiNet: Debiasing Linear Models with Nonlinear Overparameterized Neural Networks 1 Nov 2020 · 1 repository · arXiv:2011.00417
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STL-CQA: Structure-based Transformers with Localization and Encoding for Chart Question Answering 1 Nov 2020 · 0 repositories
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Smoothly Adaptively Centered Ridge Estimator 31 Oct 2020 · 0 repositories · arXiv:2011.00289
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Measure Inducing Classification and Regression Trees for Functional Data 30 Oct 2020 · 0 repositories · arXiv:2011.00046
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Deep Learning for Individual Heterogeneity 28 Oct 2020 · 1 repository · arXiv:2010.14694
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DisenE: Disentangling Knowledge Graph Embeddings 28 Oct 2020 · 0 repositories · arXiv:2010.14730
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Representation learning for improved interpretability and classification accuracy of clinical factors from EEG 28 Oct 2020 · 0 repositories · arXiv:2010.15274
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A Probabilistic Representation of Deep Learning for Improving The Information Theoretic Interpretability 27 Oct 2020 · 0 repositories · arXiv:2010.14054
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Quantifying Learnability and Describability of Visual Concepts Emerging in Representation Learning 27 Oct 2020 · 0 repositories · arXiv:2010.14551
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Benchmarking Deep Learning Interpretability in Time Series Predictions 26 Oct 2020 · 1 repository · arXiv:2010.13924Syntology 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)
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Enforcing Interpretability and its Statistical Impacts: Trade-offs between Accuracy and Interpretability 26 Oct 2020 · 0 repositories · arXiv:2010.13764
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Interpreting Uncertainty in Model Predictions For COVID-19 Diagnosis 26 Oct 2020 · 0 repositories · arXiv:2010.13271
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Attentive Autoencoders for Multifaceted Preference Learning in One-class Collaborative Filtering 24 Oct 2020 · 0 repositories · arXiv:2010.12803
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Measuring Association Between Labels and Free-Text Rationales 24 Oct 2020 · 1 repository · arXiv:2010.12762Syntology 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)
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REDE: End-to-end Object 6D Pose Robust Estimation Using Differentiable Outliers Elimination 24 Oct 2020 · 1 repository · arXiv:2010.12807
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An Analysis of LIME for Text Data 23 Oct 2020 · 1 repository · arXiv:2010.12487
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Exemplary Natural Images Explain CNN Activations Better than State-of-the-Art Feature Visualization 23 Oct 2020 · 1 repository · arXiv:2010.12606
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Model Interpretability through the Lens of Computational Complexity 23 Oct 2020 · 0 repositories · arXiv:2010.12265
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Online Structured Meta-learning 22 Oct 2020 · 0 repositories · arXiv:2010.11545
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Towards falsifiable interpretability research 22 Oct 2020 · 0 repositories · arXiv:2010.12016
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DiSCO: Differentiable Scan Context with Orientation 21 Oct 2020 · 1 repository · arXiv:2010.10949
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Explaining black-box text classifiers for disease-treatment information extraction 21 Oct 2020 · 0 repositories · arXiv:2010.10873
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ICFHR 2020 Competition on Image Retrieval for Historical Handwritten Fragments 20 Oct 2020 · 1 repository · arXiv:2010.10197
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SOrT-ing VQA Models : Contrastive Gradient Learning for Improved Consistency 20 Oct 2020 · 1 repository · arXiv:2010.10038Syntology 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)
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The Need for Standardized Explainability 20 Oct 2020 · 0 repositories · arXiv:2010.11273
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A Framework to Learn with Interpretation 19 Oct 2020 · 1 repository · arXiv:2010.09345
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Financial Data Analysis Using Expert Bayesian Framework For Bankruptcy Prediction 19 Oct 2020 · 1 repository · arXiv:2010.13892
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Squashing activation functions in benchmark tests: towards eXplainable Artificial Intelligence using continuous-valued logic 17 Oct 2020 · 0 repositories · arXiv:2010.08760
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Understanding Information Processing in Human Brain by Interpreting Machine Learning Models 17 Oct 2020 · 1 repository · arXiv:2010.08715
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Consistent Feature Selection for Analytic Deep Neural Networks 16 Oct 2020 · 1 repository · arXiv:2010.08097Syntology 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)
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Evaluating Attribution Methods using White-Box LSTMs 16 Oct 2020 · 1 repository · arXiv:2010.08606
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Interpretable Disease Prediction based on Reinforcement Path Reasoning over Knowledge Graphs 16 Oct 2020 · 0 repositories · arXiv:2010.08300
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Deep and interpretable regression models for ordinal outcomes 16 Oct 2020 · 1 repository · arXiv:2010.08376
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Semantics of the Black-Box: Can knowledge graphs help make deep learning systems more interpretable and explainable? 16 Oct 2020 · 0 repositories · arXiv:2010.08660
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Interpreting Deep Learning Model Using Rule-based Method 15 Oct 2020 · 0 repositories · arXiv:2010.07824
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Natural Language Rationales with Full-Stack Visual Reasoning: From Pixels to Semantic Frames to Commonsense Graphs 15 Oct 2020 · 1 repository · arXiv:2010.07526
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Fantastic Features and Where to Find Them: Detecting Cognitive Impairment with a Subsequence Classification Guided Approach 13 Oct 2020 · 0 repositories · arXiv:2010.06579
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Neural circuit policies enabling auditable autonomy 13 Oct 2020 · 1 repository
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Neural, Symbolic and Neural-Symbolic Reasoning on Knowledge Graphs 12 Oct 2020 · 0 repositories · arXiv:2010.05446
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On Feature Selection Using Anisotropic General Regression Neural Network 12 Oct 2020 · 1 repository · arXiv:2010.05744
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Viewpoint-Aware Channel-Wise Attentive Network for Vehicle Re-Identification 12 Oct 2020 · 0 repositories · arXiv:2010.05810
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Interpretable Neural Networks for Panel Data Analysis in Economics 11 Oct 2020 · 0 repositories · arXiv:2010.05311
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Interpretable Neural Computation for Real-World Compositional Visual Question Answering 10 Oct 2020 · 0 repositories · arXiv:2010.04913
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A Series of Unfortunate Counterfactual Events: the Role of Time in Counterfactual Explanations 9 Oct 2020 · 0 repositories · arXiv:2010.04687
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Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting 9 Oct 2020 · 2 repositories · arXiv:2010.04456Syntology 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)
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Sickle-cell disease diagnosis support selecting the most appropriate machinelearning method: Towards a general and interpretable approach for cellmorphology analysis from microscopy images 9 Oct 2020 · 1 repository · arXiv:2010.04511
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Stochastically forced ensemble dynamic mode decomposition for forecasting and analysis of near-periodic systems 8 Oct 2020 · 0 repositories · arXiv:2010.04248
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Computational analysis of pathological image enables interpretable prediction for microsatellite instability 7 Oct 2020 · 0 repositories · arXiv:2010.03130
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Universal Weighting Metric Learning for Cross-Modal Matching 7 Oct 2020 · 2 repositories · arXiv:2010.03403Syntology 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)
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Context Modeling with Evidence Filter for Multiple Choice Question Answering 6 Oct 2020 · 0 repositories · arXiv:2010.02649
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Microscopic fine-grained instance classification through deep attention 6 Oct 2020 · 0 repositories · arXiv:2010.02818
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Visualizing Color-wise Saliency of Black-Box Image Classification Models 6 Oct 2020 · 0 repositories · arXiv:2010.02468
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An ensemble of Density based Geometric One-Class Classifier and Genetic Algorithm 2 Oct 2020 · 0 repositories · arXiv:2011.06388
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Assessing Robustness of Text Classification through Maximal Safe Radius Computation 1 Oct 2020 · 1 repository · arXiv:2010.02004
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Learning Variational Word Masks to Improve the Interpretability of Neural Text Classifiers 1 Oct 2020 · 3 repositories · arXiv:2010.00667Syntology 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)