Search Results for author: Kedar Dhamdhere

Found 5 papers, 2 papers with code

How Important is a Neuron

no code implementations ICLR 2019 Kedar Dhamdhere, Mukund Sundararajan, Qiqi Yan

Informally, the conductance of a hidden unit of a deep network is the flow of attribution via this hidden unit.

How Important Is a Neuron?

2 code implementations30 May 2018 Kedar Dhamdhere, Mukund Sundararajan, Qiqi Yan

Informally, the conductance of a hidden unit of a deep network is the \emph{flow} of attribution via this hidden unit.

Sentiment Analysis

Did the Model Understand the Question?

4 code implementations ACL 2018 Pramod Kaushik Mudrakarta, Ankur Taly, Mukund Sundararajan, Kedar Dhamdhere

Our strongest attacks drop the accuracy of a visual question answering model from $61. 1\%$ to $19\%$, and that of a tabular question answering model from $33. 5\%$ to $3. 3\%$.

Question Answering Visual Question Answering

It was the training data pruning too!

no code implementations12 Mar 2018 Pramod Kaushik Mudrakarta, Ankur Taly, Mukund Sundararajan, Kedar Dhamdhere

The large impact on the performance of the KDG model suggests that the pruning may be a useful pre-processing step in training other semantic parsers as well.

Question Answering

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