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interpretable machine learning

139 papers

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Also known as

XAI IML

Co-occurring keywords

interpretable model (158) decision tree (322) concept bottleneck model (41) neural network (6616) explainable ai (478) model interpretability (510) image classification (1943) concept bottleneck (29) text classification (6776) model explanation (154)

Papers

An Evaluation of the Doctor-Interpretability of Generalized Additive Models with Interactions MLHC 2020
Towards Interpretable Clinical Diagnosis with Bayesian Network Ensembles Stacked on Entity-Aware CNNs ACL 2020
Generalized and Scalable Optimal Sparse Decision Trees ICML 2020
Transparent Classification with Multilayer Logical Perceptrons and Random Binarization AAAI 2020
MRI Reconstruction with Interpretable Pixel-Wise Operations Using Reinforcement Learning AAAI 2020
Born-Again Tree Ensembles ICML 2020
Abduction-Based Explanations for Machine Learning Models AAAI 2019
Interpretable Question Answering on Knowledge Bases and Text ACL 2019
Interpretable Relevant Emotion Ranking with Event-Driven Attention IJCNLP 2019
Rethinking Cooperative Rationalization: Introspective Extraction and Complement Control EMNLP 2019
Optimal Sparse Decision Trees NIPS 2019
Interpretable Cascade Classifiers with Abstention AISTATS 2019
The Role of Textualisation and Argumentation in Understanding the Machine Learning Process IJCAI 2017
RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism NIPS 2016