Byzantine-Tolerant Inference in Distributed Deep Intelligent System: Challenges and Opportunities

Choi, Jinhang; Hakimi, Zeinab; Sampson, John J.; Narayanan, Vijaykrishnan

doi:10.1109/jetcas.2019.2933807

Cited by 7 publications

(3 citation statements)

References 14 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…This can be achieved by carefully analyzing the information coming from each sensor to estimate their reliability and use them accordingly for the inference process. 9 Therefore, the trend to use distributed systems to implement both training and inference makes BFT a key element for future machine learning systems.…”

Section: Software Engineeringmentioning

confidence: 99%

The Byzantine Empire and Its Generals: An Ancient Empire Back to Life in Computer Security

Reviriego¹,

Gómez

Lombardi

2023

Computer

View full text Add to dashboard Cite

show abstract

Section: Software Engineeringmentioning

confidence: 99%

The Byzantine Empire and Its Generals: An Ancient Empire Back to Life in Computer Security

Reviriego¹,

Gómez

Lombardi

2023

Computer

View full text Add to dashboard Cite

show abstract

“…In the last two decades, cooperation in multiagent systems has attracted researchers' attention in a wide area such as system control theory, computer science, distributed intelligent systems, power systems, microgrids, and so on. [1][2][3][4][5][6] Consensus problem is a fundamental problem in studying of multiagent systems. Consensus means that a group of agents or vehicles reach an agreement on a common value by negotiating with neighbors, asymptotically, or in a finite time.…”

Section: Introductionmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

Event‐triggered adaptive sliding mode control for consensus of heterogeneous nonlinear multiagent systems

Atrianfar

Yadollahi

2021

Intl J Robust & Nonlinear

View full text Add to dashboard Cite

In this article, we peruse the consensus problem of nonlinear heterogeneous multiagent systems (MASs) in the presence of uncertainty and external disturbances. A new event-triggered adaptive sliding mode control is first proposed to achieve consensus for MASs consisting of heterogeneous nonlinear agents with nonidentical inherent dynamics and different-order dynamics. It is supposed that the uncertainties and their derivatives are bounded, but the upper-bounds are unknown. For reaching consensus in heterogeneous MAS, the proposed controller integrates two fundamental actions concurrently. First, an adaptive sliding-mode control strategy is adopted to guarantee the robust finite-time regulation of each individual nonlinear, uncertain, and heterogeneous agent dynamics to the sliding surface and keeping on it despite the unknown model uncertainties and disturbances. Then, the decoupled heterogeneous sliding surfaces are designed to align the agent trajectories to a consensus through local interactions, when they reach the sliding surface. Also, by applying a novel event-based strategy, we facilitate the usage of limited resources of embedded microprocessors that actuate the controller updates. We propose centralized and distributed event-triggered schemes, in which each agent decides itself when to transmit its current state to its neighbors based on the global network information or only the knowledge of their own neighbors' states. Moreover, it is shown that the interevent intervals are lower-bounded by a positive constant, and Zeno behavior is excluded. In the end, by doing simulation, verification of the theoretical results are presented.

show abstract

Quality attributes in edge computing for the Internet of Things: A systematic mapping study

Ashouri¹,

Davidsson²,

Spalazzese³

2021

Internet of Things

View full text Add to dashboard Cite

Byzantine-Tolerant Inference in Distributed Deep Intelligent System: Challenges and Opportunities

Cited by 7 publications

References 14 publications

The Byzantine Empire and Its Generals: An Ancient Empire Back to Life in Computer Security

The Byzantine Empire and Its Generals: An Ancient Empire Back to Life in Computer Security

Event‐triggered adaptive sliding mode control for consensus of heterogeneous nonlinear multiagent systems

Quality attributes in edge computing for the Internet of Things: A systematic mapping study

Contact Info

Product

Resources

About