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Interpretability

7318 directly classified papers

Papers per year

Papers

Structured Output Learning with Abstention: Application to Accurate Opinion Prediction ICML 2018

Modeling the Assimilation-Contrast Effects in Online Product Rating Systems: Debiasing and Recommendations IJCAI 2018

Rule- and Learning-based Methods for Bridging Resolution in the ARRAU Corpus NAACL 2018

Co-Attention Based Neural Network for Source-Dependent Essay Scoring NAACL 2018

The Emergence of Semantics in Neural Network Representations of Visual Information NAACL 2018

Explainable Prediction of Medical Codes from Clinical Text NAACL 2018

Teaching Categories to Human Learners With Visual Explanations CVPR 2018

Neural Program Synthesis from Diverse Demonstration Videos ICML 2018

Interpretation of Implicit Conditions in Database Search Dialogues COLING 2018

Dynamic Multi-Level Multi-Task Learning for Sentence Simplification COLING 2018

Finding Influential Training Samples for Gradient Boosted Decision Trees ICML 2018

Visualizations for an Explainable Planning Agent IJCAI 2018

How Did You like 2017? Detection of Language Markers of Depression and Narcissism in Personal Narratives INTERSPEECH 2018

A Provable Algorithm for Learning Interpretable Scoring Systems AISTATS 2018

Vocal Biomarkers for Cognitive Performance Estimation in a Working Memory Task INTERSPEECH 2018

The Cluster Description Problem - Complexity Results, Formulations and Approximations NIPS 2018

Model Agnostic Supervised Local Explanations NIPS 2018

Automatically Extracting Qualia Relations for the Rich Event Ontology COLING 2018

Learning to Explain Ambiguous Headlines of Online News IJCAI 2018

An Annotated Corpus for Machine Reading of Instructions in Wet Lab Protocols NAACL 2018

A Hierarchical Neural Attention-based Text Classifier EMNLP 2018

Towards Robust Interpretability with Self-Explaining Neural Networks NIPS 2018

Neural Interaction Transparency (NIT): Disentangling Learned Interactions for Improved Interpretability NIPS 2018

Representer Point Selection for Explaining Deep Neural Networks NIPS 2018

Improving Simple Models with Confidence Profiles NIPS 2018