Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Rapid Model Architecture Adaption for Meta-Learning   Network Architecture Search (NAS) methods have recently gathered much
attention. They design networks with better performance and use a much shorter
search time compared to traditional manual tuning. Despite their efficiency in
model deployments, most NAS algorithms target a single task on a fixed hardware
system. However, real-life few-shot learning environments often cover a great
number of tasks (T ) and deployments on a wide variety of hardware platforms (H
).
  The combinatorial search complexity T times H creates a fundamental search
efficiency challenge if one naively applies existing NAS methods to these
scenarios. To overcome this issue, we show, for the first time, how to rapidly
adapt model architectures to new tasks in a many-task many-hardware few-shot
learning setup by integrating Model Agnostic Meta Learning (MAML) into the NAS
flow. The proposed NAS method (H-Meta-NAS) is hardware-aware and performs
optimisation in the MAML framework. H-Meta-NAS shows a Pareto dominance
compared to a variety of NAS and manual baselines in popular few-shot learning
benchmarks with various hardware platforms and constraints. In particular, on
the 5-way 1-shot Mini-ImageNet classification task, the proposed method
outperforms the best manual baseline by a large margin (5.21% in accuracy)
using 60% less computation.

13
The categories of this paper are: quant-ph
22
The categories of this paper are: chao-dyn
33
The categories of this paper are: plasm-ph
29
The categories of this paper are: funct-an
10
The categories of this paper are: q-bio
6
The categories of this paper are: astro-ph
25
The categories of this paper are: patt-sol
19
The categories of this paper are: eess
0
The categories of this paper are: hep-ph
31
The categories of this paper are: ao-sci
20
The categories of this paper are: acc-phys
8
The categories of this paper are: hep-ex
7
The categories of this paper are: hep-th
14
The categories of this paper are: math-ph
34
The categories of this paper are: chem-ph
37
The categories of this paper are: supr-con