most citedImproving Variational Autoencoder based Out-of-Distribution Detection for Embedded Real-time Applications

20 citations · 60 across the 7 of their papers we have counts for

collaborators

8 papers

cs.LG2021★ 20 cited

Improving Variational Autoencoder based Out-of-Distribution Detection for Embedded Real-time Applications

Yeli Feng, Daniel Jun Xian Ng, Arvind Easwaran

Uncertainties in machine learning are a significant roadblock for its application in safety-critical cyber-physical systems (CPS). One source of uncertainty arises from distributio…

cs.RO2021★ 13 cited

Embedded out-of-distribution detection on an autonomous robot platform

Michael Yuhas, Yeli Feng, Daniel Jun Xian Ng +2

Machine learning (ML) is actively finding its way into modern cyber-physical systems (CPS), many of which are safety-critical real-time systems. It is well known that ML outputs ar…

cs.SE2021

Monitoring Cumulative Cost Properties

Omar Al-Bataineh, Daniel Jun Xian Ng, Arvind Easwaran

This paper considers the problem of decentralized monitoring of a class of non-functional properties (NFPs) with quantitative operators, namely cumulative cost properties. The dece…

eess.SY2020★ 5 cited

Automatic Generation of Hierarchical Contracts for Resilience in Cyber-Physical Systems

Zhiheng Xu, Daniel Jun Xian Ng, Arvind Easwaran

With the growing scale of Cyber-Physical Systems (CPSs), it is challenging to maintain their stability under all operating conditions. How to reduce the downtime and locate the fai…

cs.SE2020★ 2 cited

Demo Abstract: Contract-based Hierarchical Resilience Framework for Cyber-Physical Systems

Daniel Jun Xian Ng, Arvind Easwaran, Sidharta Andalam

This demonstration presents a framework for building a resilient Cyber-Physical Systems (CPS) cyber-infrastructure through the use of hierarchical parametric assume-guarantee contr…

cs.SE2020★ 4 cited

CLAIR: A Contract-based Framework for Developing Resilient CPS Architectures

Sidharta Andalam, Daniel Jun Xian Ng, Arvind Easwaran +1

Industrial cyber-infrastructure is normally a multilayered architecture. The purpose of the layered architecture is to hide complexity and allow independent evolution of the layers…

cs.SE2020★ 5 cited

Contract-based Methodology for Developing Resilient Cyber-Infrastructure in the Industry 4.0 Era

Sidharta Andalam, Daniel Jun Xian Ng, Arvind Easwaran +1

As the industrial cyber-infrastructure become increasingly important to realise the objectives of Industry~4.0, the consequence of disruption due to internal or external faults bec…

cs.SE2020★ 11 cited

Contract-based Hierarchical Resilience Management for Cyber-Physical Systems

Mohammad Shihabul Haque, Daniel Jun Xian Ng, Arvind Easwaran +1

Orchestrated collaborative effort of physical and cyber components to satisfy given requirements is the central concept behind Cyber-Physical Systems (CPS). To duly ensure the perf…