181 citations · 505 across the 54 of their papers we have counts for
7 papers · 1 filter
Revisiting Residual Networks for Adversarial Robustness: An Architectural Perspective
Shihua Huang, Zhichao Lu, Kalyanmoy Deb +1
Efforts to improve the adversarial robustness of convolutional neural networks have primarily focused on developing more effective adversarial training methods. In contrast, little…
Neuro-DynaStress: Predicting Dynamic Stress Distributions in Structural Components
Hamed Bolandi, Gautam Sreekumar, Xuyang Li +2
Structural components are typically exposed to dynamic loading, such as earthquakes, wind, and explosions. Structural engineers should be able to conduct real-time analysis in the…
Physics Informed Neural Network for Dynamic Stress Prediction
Hamed Bolandi, Gautam Sreekumar, Xuyang Li +2
Structural failures are often caused by catastrophic events such as earthquakes and winds. As a result, it is crucial to predict dynamic stress distributions during highly disrupti…
NeuralSI: Structural Parameter Identification in Nonlinear Dynamical Systems
Xuyang Li, Hamed Bolandi, Talal Salem +2
Structural monitoring for complex built environments often suffers from mismatch between design, laboratory testing, and actual built parameters. Additionally, real-world structura…
HEFT: Homomorphically Encrypted Fusion of Biometric Templates
Luke Sperling, Nalini Ratha, Arun Ross +1
This paper proposes a non-interactive end-to-end solution for secure fusion and matching of biometric templates using fully homomorphic encryption (FHE). Given a pair of encrypted…
Towards Transmission-Friendly and Robust CNN Models over Cloud and Device
Chuntao Ding, Zhichao Lu, Felix Juefei-Xu +3
Deploying deep convolutional neural network (CNN) models on ubiquitous Internet of Things (IoT) devices has attracted much attention from industry and academia since it greatly fac…
Do learned representations respect causal relationships?
Lan Wang, Vishnu Naresh Boddeti
Data often has many semantic attributes that are causally associated with each other. But do attribute-specific learned representations of data also respect the same causal relatio…