Assurance-based Learning-enabled Cyber-Physical Systems (ALC)

08/03/2020

02:16 PM Assurance-based Learning-enabled Cyber-Physical Systems Document: Efficient Multi-Class Out-of-Distribution Reasoning for Perception Based Networks: Work-in-Progress

Perception-based deep neural networks used in Cyber Physical Systems are known to fail when faced with inputs that ar...

Shreyas Ramakrishna

02:16 PM Assurance-based Learning-enabled Cyber-Physical Systems 1243_Paper.pdf

Shreyas Ramakrishna

07/27/2020

01:10 PM Assurance-based Learning-enabled Cyber-Physical Systems Document: Trusted Confidence Bounds for Learning Enabled Cyber-Physical Systems

Cyber-physical systems (CPS) can benefit by the use of learning enabled components (LECs) such as deep neural network...

Dimitrios Boursinos

01:10 PM Assurance-based Learning-enabled Cyber-Physical Systems DimitriosWAAS.pdf

Dimitrios Boursinos

07/06/2020

01:02 PM Assurance-based Learning-enabled Cyber-Physical Systems Document: Verification of Deep Convolutional Neural Networks Using ImageStars

Hoang-Dung Tran, Stanley Bak, Weiming Xiang, Taylor T. Johnson, "Verification of Deep Convolutional Neural Networks U...

01:02 PM Assurance-based Learning-enabled Cyber-Physical Systems Document: Improved Geometric Path Enumeration for Verifying ReLU Neural Networks

Stanley Bak, Hoang-Dung Tran, Kerianne Hobbs, Taylor T. Johnson, "Improved Geometric Path Enumeration for Verifying R...

01:01 PM Assurance-based Learning-enabled Cyber-Physical Systems Document: NNV: The Neural Network Verification Tool for Deep Neural Networks and Learning-Enabled Cyber-Physical Systems

Hoang-Dung Tran, Xiaodong Yang, Diego Manzanas Lopez, Patrick Musau, Luan Viet Nguyen, Weiming Xiang, Stanley Bak, Ta...