Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: HAMLET: A Hierarchical Agent-based Machine Learning Platform   Hierarchical Multi-Agent Systems provide convenient and relevant ways to
analyze, model, and simulate complex systems composed of a large number of
entities that interact at different levels of abstraction. In this paper, we
introduce HAMLET (Hierarchical Agent-based Machine LEarning plaTform), a hybrid
machine learning platform based on hierarchical multi-agent systems, to
facilitate the research and democratization of geographically and/or locally
distributed machine learning entities. The proposed system models a machine
learning solutions as a hypergraph and autonomously sets up a multi-level
structure of heterogeneous agents based on their innate capabilities and
learned skills. HAMLET aids the design and management of machine learning
systems and provides analytical capabilities for research communities to assess
the existing and/or new algorithms/datasets through flexible and customizable
queries. The proposed hybrid machine learning platform does not assume
restrictions on the type of learning algorithms/datasets and is theoretically
proven to be sound and complete with polynomial computational requirements.
Additionally, it is examined empirically on 120 training and four generalized
batch testing tasks performed on 24 machine learning algorithms and 9 standard
datasets. The provided experimental results not only establish confidence in
the platform's consistency and correctness but also demonstrate its testing and
analytical capacity.

26
The categories of this paper are: bayes-an
35
The categories of this paper are: mtrl-th
14
The categories of this paper are: math-ph
15
The categories of this paper are: nucl-ex
22
The categories of this paper are: chao-dyn
32
The categories of this paper are: atom-ph
28
The categories of this paper are: alg-geom
2
The categories of this paper are: math
31
The categories of this paper are: ao-sci
20
The categories of this paper are: acc-phys
29
The categories of this paper are: funct-an
5
The categories of this paper are: gr-qc
13
The categories of this paper are: quant-ph
18
The categories of this paper are: econ
24
The categories of this paper are: dg-ga
36
The categories of this paper are: cmp-lg