Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Scientific Calculator for Designing Trojan Detectors in Neural Networks   This work presents a web-based interactive neural network (NN) calculator and
a NN inefficiency measurement that has been investigated for the purpose of
detecting trojans embedded in NN models. This NN Calculator is designed on top
of TensorFlow Playground with in-memory storage of data and NN graphs plus
coefficients. It is "like a scientific calculator" with analytical,
visualization, and output operations performed on training datasets and NN
architectures. The prototype is aaccessible at
https://pages.nist.gov/nn-calculator. The analytical capabilities include a
novel measurement of NN inefficiency using modified Kullback-Liebler (KL)
divergence applied to histograms of NN model states, as well as a
quantification of the sensitivity to variables related to data and NNs. Both NN
Calculator and KL divergence are used to devise a trojan detector approach for
a variety of trojan embeddings. Experimental results document desirable
properties of the KL divergence measurement with respect to NN architectures
and dataset perturbations, as well as inferences about embedded trojans.

26
The categories of this paper are: bayes-an
7
The categories of this paper are: hep-th
34
The categories of this paper are: chem-ph
13
The categories of this paper are: quant-ph
8
The categories of this paper are: hep-ex
14
The categories of this paper are: math-ph
25
The categories of this paper are: patt-sol
27
The categories of this paper are: comp-gas
29
The categories of this paper are: funct-an
0
The categories of this paper are: hep-ph
21
The categories of this paper are: adap-org
23
The categories of this paper are: solv-int
30
The categories of this paper are: q-alg
24
The categories of this paper are: dg-ga
3
The categories of this paper are: physics
22
The categories of this paper are: chao-dyn