Search Results for author: Vijay Iyengar

Found 3 papers, 0 papers with code

TIP: Typifying the Interpretability of Procedures

no code implementations9 Jun 2017 Amit Dhurandhar, Vijay Iyengar, Ronny Luss, Karthikeyan Shanmugam

This leads to the insight that the improvement in the target model is not only a function of the oracle model's performance, but also its relative complexity with respect to the target model.

Knowledge Distillation

A Formal Framework to Characterize Interpretability of Procedures

no code implementations12 Jul 2017 Amit Dhurandhar, Vijay Iyengar, Ronny Luss, Karthikeyan Shanmugam

We provide a novel notion of what it means to be interpretable, looking past the usual association with human understanding.

Confidence Scoring Using Whitebox Meta-models with Linear Classifier Probes

no code implementations14 May 2018 Tongfei Chen, Jiří Navrátil, Vijay Iyengar, Karthikeyan Shanmugam

We propose a novel confidence scoring mechanism for deep neural networks based on a two-model paradigm involving a base model and a meta-model.

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