W. James Murdoch

Publication Activity (10 Years)

Years Active: 2017-2020
Publications (10 Years): 10

Top Topics

Relational Probability Trees

Trained Neural Networks

Top Venues

Publications

Laura Rieger, Chandan Singh, W. James Murdoch, Bin Yu
Interpretations are Useful: Penalizing Explanations to Align Neural Networks with Prior Knowledge. ICML (2020)
Laura Rieger, Chandan Singh, W. James Murdoch, Bin Yu
Interpretations are useful: penalizing explanations to align neural networks with prior knowledge. CoRR (2019)
W. James Murdoch, Chandan Singh, Karl Kumbier, Reza Abbasi-Asl, Bin Yu
Interpretable machine learning: definitions, methods, and applications. CoRR (2019)
Chandan Singh, W. James Murdoch, Bin Yu
Hierarchical interpretations for neural network predictions. ICLR (Poster) (2019)
Summer Devlin, Chandan Singh, W. James Murdoch, Bin Yu
Disentangled Attribution Curves for Interpreting Random Forests and Boosted Trees. CoRR (2019)
W. James Murdoch, Peter J. Liu, Bin Yu
Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMs. ICLR (2018)
W. James Murdoch, Peter J. Liu, Bin Yu
Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMs. CoRR (2018)
Chandan Singh, W. James Murdoch, Bin Yu
Hierarchical interpretations for neural network predictions. CoRR (2018)
W. James Murdoch, Arthur Szlam
Automatic Rule Extraction from Long Short Term Memory Networks. CoRR (2017)
W. James Murdoch, Arthur Szlam
Automatic Rule Extraction from Long Short Term Memory Networks. ICLR (Poster) (2017)