Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Attack to Fool and Explain Deep Networks   Deep visual models are susceptible to adversarial perturbations to inputs.
Although these signals are carefully crafted, they still appear noise-like
patterns to humans. This observation has led to the argument that deep visual
representation is misaligned with human perception. We counter-argue by
providing evidence of human-meaningful patterns in adversarial perturbations.
We first propose an attack that fools a network to confuse a whole category of
objects (source class) with a target label. Our attack also limits the
unintended fooling by samples from non-sources classes, thereby circumscribing
human-defined semantic notions for network fooling. We show that the proposed
attack not only leads to the emergence of regular geometric patterns in the
perturbations, but also reveals insightful information about the decision
boundaries of deep models. Exploring this phenomenon further, we alter the
`adversarial' objective of our attack to use it as a tool to `explain' deep
visual representation. We show that by careful channeling and projection of the
perturbations computed by our method, we can visualize a model's understanding
of human-defined semantic notions. Finally, we exploit the explanability
properties of our perturbations to perform image generation, inpainting and
interactive image manipulation by attacking adversarialy robust
`classifiers'.In all, our major contribution is a novel pragmatic adversarial
attack that is subsequently transformed into a tool to interpret the visual
models. The article also makes secondary contributions in terms of establishing
the utility of our attack beyond the adversarial objective with multiple
interesting applications.

7
The categories of this paper are: hep-th
20
The categories of this paper are: acc-phys
27
The categories of this paper are: comp-gas
28
The categories of this paper are: alg-geom
36
The categories of this paper are: cmp-lg
34
The categories of this paper are: chem-ph
6
The categories of this paper are: astro-ph
14
The categories of this paper are: math-ph
4
The categories of this paper are: cond-mat
2
The categories of this paper are: math
16
The categories of this paper are: stat
0
The categories of this paper are: hep-ph
5
The categories of this paper are: gr-qc
32
The categories of this paper are: atom-ph
29
The categories of this paper are: funct-an
9
The categories of this paper are: nlin