In this paper, the co-optimization problem between controller and topology for consensus of multi-agent systems is investigated. Firstly, the distributed control protocol for consensus of multi-agent ...

We study a distributed consensus-based stochastic gradient descent (SGD) algorithm and show that the rate of convergence involves the spectral properties of two matrices: The standard spectral gap of ...

AI's analytical capabilities, combined with blockchain's decentralized ledger, have introduced new operational models in ...

The world of engineering, whether software development, mechanical design or civil engineering, is being changed by the ...

During a major crisis, the transitional dynamics of conditional convergence are unlikely to apply. In this paper, we introduce a Markov chain approach which integrates the study of crises and ...

Kipu Quantum and IonQ (NYSE: IONQ) announced what they said is a record achievement: the successful solution of "the most ...

This repository contains the code and profiling data for the experimental evaluation of the performance impact of CUDA Graphs on various AI network architectures. The experiments were conducted as ...