Interpretable Deep Learning

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Index Papers Our Slides
0 A survey on Interpreting Deep Learning Models Eli Survey
  Interpretable Machine Learning: Definitions,Methods, Applications Arsh Survey
1 Explaining Explanations: Axiomatic Feature Interactions for Deep Networks Arsh Survey
2 Shapley Value review Arsh Survey
  L-Shapley and C-Shapley: Efficient Model Interpretation for Structured Data Bill Survey
  Consistent Individualized Feature Attribution for Tree Ensembles bill Survey
  Summary for A value for n-person games Pan Survey
  L-Shapley and C-Shapley: Efficient Model Interpretation for Structured Data Rishab Survey
3 Hierarchical Interpretations of Neural Network Predictions Arsh Survey
  Hierarchical Interpretations of Neural Network Predictions Rishab Survey
4 Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMs Arsh Survey
  Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMs Rishab Survey
5 Towards Hierarchical Importance Attribution: Explaining Compositional Semantics for Neural Sequence Models Rishab Survey
    Sanchit Survey
  Generating Hierarchical Explanations on Text Classification via Feature Interaction Detection Sanchit Survey
6 This Looks Like That: Deep Learning for Interpretable Image Recognition Pan Survey
7 AllenNLP Interpret Rishab Survey
8 DISCOVERY OF NATURAL LANGUAGE CONCEPTS IN INDIVIDUAL UNITS OF CNNs Rishab Survey
9 How Does BERT Answer Questions? A Layer-Wise Analysis of Transformer Representations Rishab Survey
10 Attention is not Explanation Sanchit Survey
    Pan Survey
11 Axiomatic Attribution for Deep Networks Sanchit Survey
12 Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Sanchit Survey
13 Learning Variational Word Masks to Improve the Interpretability of Neural Text Classifier Sanchit Survey
14 “Why Should I Trust You?”Explaining the Predictions of Any Classifier Yu Survey
15 INTERPRETATIONS ARE USEFUL: PENALIZING EXPLANATIONS TO ALIGN NEURAL NETWORKS WITH PRIOR KNOWLEDGE Pan Survey