What is recorded here?
Presented TREPAN, which queries a trained neural network to induce a compact decision tree intended to approximate the network while making its learned behavior more comprehensible.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
The record is the exact NIPS 1995 paper. It does not establish universal faithfulness or safety, and later explanation methods and interpretability benchmarks remain separate.
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People and systems
Mark W. Craven; Jude W. Shavlik
The named authors contributed to this scoped work; individual effort shares and later applications are not assigned by the byline.
Research locations and affiliations
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Documented countries / regions: United States
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English catalogue narrative
Craven and Shavlik: extracting tree-structured representations of trained networks
Presented TREPAN, which queries a trained neural network to induce a compact decision tree intended to approximate the network while making its learned behavior more comprehensible.
Scientific scope
The record is the exact NIPS 1995 paper. It does not establish universal faithfulness or safety, and later explanation methods and interpretability benchmarks remain separate.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Mark W. Craven; Jude W. Shavlik
The named authors contributed to this scoped work; individual effort shares and later applications are not assigned by the byline.