no code implementations • 14 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.
no code implementations • 12 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.
no code implementations • 9 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.