Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Follow the Neurally-Perturbed Leader for Adversarial Training   Game-theoretic models of learning are a powerful set of models that optimize
multi-objective architectures. Among these models are zero-sum architectures
that have inspired adversarial learning frameworks. An important shortcoming of
these zeros-sum architectures is that gradient-based training leads to weak
convergence and cyclic dynamics.
  We propose a novel follow the leader training algorithm for zeros-sum
architectures that guarantees convergence to mixed Nash equilibrium without
cyclic behaviors. It is a special type of follow the perturbed leader algorithm
where perturbations are the result of a neural mediating agent.
  We validate our theoretical results by applying this training algorithm to
games with convex and non-convex loss as well as generative adversarial
architectures. Moreover, we customize the implementation of this algorithm for
adversarial imitation learning applications. At every step of the training, the
mediator agent perturbs the observations with generated codes. As a result of
these mediating codes, the proposed algorithm is also efficient for learning in
environments with various factors of variations. We validate our assertion by
using a procedurally generated game environment as well as synthetic data.
Github implementation is available.

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The categories of this paper are: dg-ga
34
The categories of this paper are: chem-ph
32
The categories of this paper are: atom-ph
6
The categories of this paper are: astro-ph
35
The categories of this paper are: mtrl-th
3
The categories of this paper are: physics
20
The categories of this paper are: acc-phys
13
The categories of this paper are: quant-ph
5
The categories of this paper are: gr-qc
37
The categories of this paper are: supr-con
12
The categories of this paper are: nucl-th
8
The categories of this paper are: hep-ex
0
The categories of this paper are: hep-ph
30
The categories of this paper are: q-alg
4
The categories of this paper are: cond-mat
9
The categories of this paper are: nlin