Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: The Need for Speed of AI Applications: Performance Comparison of Native
  vs. Browser-based Algorithm Implementations   AI applications pose increasing demands on performance, so it is not
surprising that the era of client-side distributed software is becoming
important. On top of many AI applications already using mobile hardware, and
even browsers for computationally demanding AI applications, we are already
witnessing the emergence of client-side (federated) machine learning
algorithms, driven by the interests of large corporations and startups alike.
Apart from mathematical and algorithmic concerns, this trend especially demands
new levels of computational efficiency from client environments. Consequently,
this paper deals with the question of state-of-the-art performance by
presenting a comparison study between native code and different browser-based
implementations: JavaScript, ASM.js as well as WebAssembly on a representative
mix of algorithms. Our results show that current efforts in runtime
optimization push the boundaries well towards (and even beyond) native binary
performance. We analyze the results obtained and speculate on the reasons
behind some surprises, rounding the paper off by outlining future possibilities
as well as some of our own research efforts.

26
The categories of this paper are: bayes-an
14
The categories of this paper are: math-ph
8
The categories of this paper are: hep-ex
25
The categories of this paper are: patt-sol
10
The categories of this paper are: q-bio
21
The categories of this paper are: adap-org
37
The categories of this paper are: supr-con
29
The categories of this paper are: funct-an
3
The categories of this paper are: physics
2
The categories of this paper are: math
5
The categories of this paper are: gr-qc
7
The categories of this paper are: hep-th
17
The categories of this paper are: q-fin
20
The categories of this paper are: acc-phys
9
The categories of this paper are: nlin
4
The categories of this paper are: cond-mat