Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Optimal Distributed Optimization on Slowly Time-Varying Graphs   We study optimal distributed first-order optimization algorithms when the
network (i.e., communication constraints between the agents) changes with time.
This problem is motivated by scenarios where agents experience network
malfunctions. We provide a sufficient condition that guarantees a convergence
rate with optimal (up lo logarithmic terms) dependencies on the network and
function parameters if the network changes are constrained to a small
percentage $\alpha$ of the total number of iterations. We call such networks
slowly time-varying networks. Moreover, we show that Nesterov's method has an
iteration complexity of $\Omega \big( \big(\sqrt{\kappa_\Phi \cdot \bar{\chi}}
+ \alpha \log(\kappa_\Phi \cdot \bar{\chi})\big) \log(1 / \varepsilon)\big)$
for decentralized algorithms, where $\kappa_\Phi$ is condition number of the
objective function, and $\bar\chi$ is a worst case bound on the condition
number of the sequence of communication graphs. Additionally, we provide an
explicit upper bound on $\alpha$ in terms of the condition number of the
objective function and network topologies.

18
The categories of this paper are: econ
37
The categories of this paper are: supr-con
25
The categories of this paper are: patt-sol
13
The categories of this paper are: quant-ph
12
The categories of this paper are: nucl-th
29
The categories of this paper are: funct-an
22
The categories of this paper are: chao-dyn
4
The categories of this paper are: cond-mat
17
The categories of this paper are: q-fin
24
The categories of this paper are: dg-ga
35
The categories of this paper are: mtrl-th
8
The categories of this paper are: hep-ex
1
The categories of this paper are: cs
6
The categories of this paper are: astro-ph
16
The categories of this paper are: stat
7
The categories of this paper are: hep-th